[ { "metadata_schema": 3, "source_metadata_sha256": "1962e6407df14f2a8d4662bc931924687113a8b0db77d7bb52a010eb52d7b381", "id": "007dccf79d6935c6f0d4482f628c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.109982967376709, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.6038073301315308, "voiceclap": -0.14233197271823883, "fitness": 0.0, "legacy_fitness": 0.20370582103729248, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7177959084510803, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5971064345503115, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7177959084510803, "normalized": 0.7872381901168892, "contribution": 0.3148952760467557 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.16164599359035492, "normalized": 0.39676914133996044, "contribution": 0.11903074240198813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.560988664627075, "normalized": 0.543934720338559, "contribution": 0.16318041610156772 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7d51707456461d4c7afa959fbeb2fcb45f887f3a1d7e7e3a10394b0e31118a41", "id": "008d900efbf253587a907ebcff5c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.55477237701416, "genuineness": 4.519899368286133, "wer": 0.0, "identity": null, "voiceclap": -0.11850570142269135, "fitness": 0.0, "legacy_fitness": 0.2113190698623657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8385891914367676, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5748734822907747, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8385891914367676, "normalized": 0.8450959782917773, "contribution": 0.33803839131671093 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07323026657104492, "normalized": 0.34227946415793675, "contribution": 0.10268383924738102 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2870571613311768, "normalized": 0.4471708390889426, "contribution": 0.13415125172668277 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4ba94a5ff5517c5da4516eb4cbedcdfe5eee8fbdfb221ae5352e859082973d99", "id": "00e97e69959822a5ffc87fcdf3ed", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.32436010241508484, "voiceclap": -0.175509512424469, "fitness": 0.0, "legacy_fitness": 0.20589395761489868, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.1759440898895264, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9301897669248258, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.1759440898895264, "normalized": 0.9997064444354935, "contribution": 0.39988257777419745 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.3970767259597778, "normalized": 0.9606102981203034, "contribution": 0.288183089436091 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4135866165161133, "normalized": 0.807080332381791, "contribution": 0.2421240997145373 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b33b5d14e7aee8eb034b75135c24fba52e4ce2b5999fd841a4ffa5fcb242cecd", "id": "00f8ab87b1f6ee445fa748d43b89", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.6683144569396973, "voiceclap": -0.06981416791677475, "fitness": 0.0, "legacy_fitness": 0.20684961106617256, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09657295048236847, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4521056087097556, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09657295048236847, "normalized": 0.3714085735613739, "contribution": 0.14856342942454956 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9955387115478516, "normalized": 0.690085888880722, "contribution": 0.2070257666642166 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "79b1a65a5ab4dd0499f69275e1d5cfeb2965cc21dcb02905543cb35e11739f71", "id": "015125414e27e4e30bfd199b3f6e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.04962063580751419, "fitness": 0.0, "legacy_fitness": 0.21063613653182983, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.675514578819275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7153347127613285, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.675514578819275, "normalized": 0.9943171589748849, "contribution": 0.397726863589954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10310043394565582, "normalized": 0.3603879977785678, "contribution": 0.10811639933357033 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.021941661834717, "normalized": 0.6983048327926806, "contribution": 0.20949144983780418 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a60518e7b5bf8729bb6834c7dbfed81f2da7263d9487eded1aa7b8e8bdbfc099", "id": "0167848f8b8354e3d9d5ccadcc2a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.17213596403598785, "fitness": 0.0, "legacy_fitness": 0.20907560110092163, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1429489701986313, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4201816543722069, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1429489701986313, "normalized": 0.4035609534130872, "contribution": 0.16142438136523488 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11743812263011932, "normalized": 0.36919567206613335, "contribution": 0.11075870161984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.417834758758545, "normalized": 0.49332857129044, "contribution": 0.147998571387132 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "553ed8faf79a7a5d83e2a7854e0bba6f787807ef8057d54f42d924094df63504", "id": "01a6e43284a065dd55e168a3f483", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.507116317749023, "genuineness": 4.2374773025512695, "wer": 0.0, "identity": null, "voiceclap": 0.025976035743951797, "fitness": 0.0, "legacy_fitness": 0.2035436773300171, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8558454513549805, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6590488683965007, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8558454513549805, "normalized": 0.8524213878893052, "contribution": 0.3409685551557221 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.153956890106201, "normalized": 0.7378459799661322, "contribution": 0.22135379398983965 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a79849eb5aeb5bea60f1ef9c661f52d829ec8059c4e2159fbef8aef63b87069c", "id": "01e90fc84da71aa24fd913cdfd84", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.23706579208374, "genuineness": 4.519899368286133, "wer": 0.0, "identity": 0.4697536528110504, "voiceclap": -0.18004105985164642, "fitness": 0.0, "legacy_fitness": 0.2065534710884094, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2896265983581543, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44850450340076775, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2896265983581543, "normalized": 0.5085703564804774, "contribution": 0.203428142592191 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0481393039226532, "normalized": 0.3273416398045801, "contribution": 0.09820249194137402 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4072458744049072, "normalized": 0.48957956289067583, "contribution": 0.14687386886720274 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "62ec7af4b35eb7a87863353b8259045d8722a619250cc70d982eef412c23475b", "id": "01efcbf46b01eccc20e81c0440b7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.319066047668457, "wer": 0.0, "identity": null, "voiceclap": 0.02610873058438301, "fitness": 0.0, "legacy_fitness": 0.2029623198509216, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1017462015151978, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6564880664950985, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1017462015151978, "normalized": 0.932175003920483, "contribution": 0.3728700015681932 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05291852355003357, "normalized": 0.3301666125488495, "contribution": 0.09904998376465485 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.766712188720703, "normalized": 0.6152269372075015, "contribution": 0.18456808116225046 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d88f1236ab769820fcaaebdb6b77f95f217e9e5962810de4eff0afa504974abf", "id": "022a9bed315a8717e286ffc9da5e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.23706579208374, "genuineness": 4.319066047668457, "wer": 0.03571428571428571, "identity": null, "voiceclap": -0.2806468605995178, "fitness": 0.0, "legacy_fitness": 0.1943350438560758, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.08470931649208069, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38559485456625076, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.08470931649208069, "normalized": 0.3633159336203601, "contribution": 0.14532637344814403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3338124752044678, "normalized": 0.4636236772123018, "contribution": 0.13908710316369052 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0ca492fea848d80b8ba8e41f0710d11d310670aa547e7a6bd8a4a67c5b3c1558", "id": "0230518dbc5de00c772ab25467bc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.20609712600708, "wer": 0.0, "identity": null, "voiceclap": -0.3176286518573761, "fitness": 0.0, "legacy_fitness": 0.19799357414245605, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.40071335434913635, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4884233576989545, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.40071335434913635, "normalized": 0.5880984736568116, "contribution": 0.23523938946272463 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08278872072696686, "normalized": 0.3480372240880153, "contribution": 0.10441116722640459 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4251229763031006, "normalized": 0.4959093366994178, "contribution": 0.14877280100982532 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/02/0230518dbc5de00c772ab25467bc.mp3", "audio_sha256": "ede550897dd4e414a05e86eb2cf7935ce8a0cb2ae0a4c1e2c8965913cb61356f", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1021e9828a4e0dd9c7c1d7580c67cf49812f5ee1815db39c7fd850f302511177", "id": "02dffe1108bee9652d42fa6a25f6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.467403411865234, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.7043968439102173, "voiceclap": -0.21455073356628418, "fitness": 0.0, "legacy_fitness": 0.21579752928752685, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.010291993618011475, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37116138602193344, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.010291993618011475, "normalized": 0.3140598811366142, "contribution": 0.1256239524546457 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4016077518463135, "normalized": 0.4875837326808593, "contribution": 0.14627511980425778 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/02/02dffe1108bee9652d42fa6a25f6.mp3", "audio_sha256": "0ca5eadc8948e1558fad0ca389703b827bf022168ec7a03aee91f55132accc05", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b995ef56c8f03958ebeaabcc30b6e3ee8f53a1f7b833dce903b5e60fba523c58", "id": "0398bd73f9efe771076833854cb0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.213237762451172, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.5310019850730896, "voiceclap": -0.27067258954048157, "fitness": 0.0, "legacy_fitness": 0.20839266061782835, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9334982633590698, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7611118755153877, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9334982633590698, "normalized": 0.8824847557500171, "contribution": 0.3529939023000068 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.1772321462631226, "normalized": 0.9190091360848334, "contribution": 0.27570274082545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.270555257797241, "normalized": 0.44138410796643635, "contribution": 0.1324152323899309 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2d24855a9155745fe940c2c37dbe47c93b3271006bcbf2da7b43a023f3fa1f75", "id": "03c4dbc085964d4e8d35dc2b464a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.12664245069026947, "fitness": 0.0, "legacy_fitness": 0.20847141981124878, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8342752456665039, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5699809142594683, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8342752456665039, "normalized": 0.8432277783140124, "contribution": 0.33729111132560496 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3002586364746094, "normalized": 0.4518083794492621, "contribution": 0.13554251383477864 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a7bd6633a0f9fae32253c1269c703f93d683f998d09362461d7a4a6710755727", "id": "042e47a72d584ca6169c9a5dd1fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.141753673553467, "genuineness": 4.607763767242432, "wer": 0.07142857142857142, "identity": null, "voiceclap": -0.2238295078277588, "fitness": 0.0, "legacy_fitness": 0.19251179933547974, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4977794289588928, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5156015931081239, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4977794289588928, "normalized": 0.6548461336784563, "contribution": 0.26193845347138256 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13297061622142792, "normalized": 0.37881528498086714, "contribution": 0.11364458549426014 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.342613458633423, "normalized": 0.46672851380827063, "contribution": 0.14001855414248118 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "388b6af1f75e6acbdbadbba7c1e567fea463be27cc01ec4683af981f7c778de9", "id": "045ed10e9bfec54d6dc3ef00cc58", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.086154937744141, "genuineness": 4.7081804275512695, "wer": 0.03333333333333333, "identity": 0.43369677662849426, "voiceclap": -0.200825497508049, "fitness": 0.0, "legacy_fitness": 0.2020302735964457, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9162421226501465, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6109948404974862, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9162421226501465, "normalized": 0.8762105460069646, "contribution": 0.3504842184027859 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.25603577494621277, "normalized": 0.4572271563244513, "contribution": 0.1371681468973354 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.183645248413086, "normalized": 0.41114158399121653, "contribution": 0.12334247519736495 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "48c123fbfb6a693363325efb8b408c5c21f37ca0f0ead21371ca5bcb80c9f4a8", "id": "04798d73a3d8a764e7644c043fdc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.16031616926193237, "fitness": 0.0, "legacy_fitness": 0.2133496809005737, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7013989686965942, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8917762414754096, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7013989686965942, "normalized": 0.995033099234454, "contribution": 0.39801323969378166 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.3731805086135864, "normalized": 0.9571700449696187, "contribution": 0.28715101349088556 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.991138219833374, "normalized": 0.688706627635808, "contribution": 0.2066119882907424 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1e1c5e625e0c8ff1cfa21e5054368962f6edaeeb1777637ab450069f69cfc63b", "id": "047e81966d793c206c64e00c3b1f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.054384231567383, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.19288748502731323, "fitness": 0.0, "legacy_fitness": 0.20789267301559447, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12461426854133606, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.404951090412312, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12461426854133606, "normalized": 0.3907580851238513, "contribution": 0.15630323404954052 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4388747215270996, "normalized": 0.5007792233059394, "contribution": 0.15023376699178181 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0d793bca926d19d50ffc6369b19a2c6e49a8961477945db3c5aa47b2d74437bc", "id": "05208623cd84f0f0489ede98f91f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.41180419921875, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.16006416082382202, "fitness": 0.0, "legacy_fitness": 0.21199875831604004, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.009213477373123169, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3540136754436351, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.009213477373123169, "normalized": 0.31336727042621615, "contribution": 0.12534690817048647 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.006321042776107788, "normalized": 0.3030581666478478, "contribution": 0.09091744999435433 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3211610317230225, "normalized": 0.4591643909293143, "contribution": 0.1377493172787943 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2752d5f6144471600daa2f890bd518974ac76f3dae630d6d3cd61865c10f97f2", "id": "0522576cf2697f10a6734aa4d1f6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 2.5, "generation": null, "ce": 6.507116317749023, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": null, "voiceclap": -0.11909341812133789, "fitness": 0.0, "legacy_fitness": 0.2143698477745056, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.756737482301751, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4388412833213806, "normalized": 0.575896344659296, "contribution": 0.17276890339778878 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8327198028564453, "normalized": 0.6374167680329237, "contribution": 0.1912250304098771 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a5f0ba953853c0a0b8a319fb150e3c4dbbf81b30c3f56284af38e57efcde91cc", "id": "054a07ddd827042f5387912f55ee", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.427689552307129, "genuineness": 4.231201171875, "wer": 0.0, "identity": 0.539939284324646, "voiceclap": -0.14046037197113037, "fitness": 0.0, "legacy_fitness": 0.2021953725814819, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04911842942237854, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4184748150267601, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04911842942237854, "normalized": 0.3394141713115657, "contribution": 0.1357656685246263 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.755711078643799, "normalized": 0.6114894424636795, "contribution": 0.18344683273910387 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3a87e0464f2f63c43d325f4ac9175e03500eb4973d4f412879d521c48ff2b27b", "id": "054dde68c574b076b57358fa0c6d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.205295085906982, "genuineness": 4.3504462242126465, "wer": 0.0, "identity": 0.5156707763671875, "voiceclap": -0.20883353054523468, "fitness": 0.0, "legacy_fitness": 0.2018405818939209, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2397956848144531, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6919708791397747, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2397956848144531, "normalized": 0.9592621723580457, "contribution": 0.3837048689432183 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.039543628692627, "normalized": 0.7037290703249057, "contribution": 0.2111187210974717 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6411d1412f485896cd58b1505f41810d56e8d28e5b2be8b5db34d4ce86b190c4", "id": "055bf29b716c3833a09602b0a296", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.15363742411136627, "fitness": 0.0, "legacy_fitness": 0.20863417387008665, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0542916059494019, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6312972717504175, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0542916059494019, "normalized": 0.9201750351605922, "contribution": 0.3680700140642369 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12460696697235107, "normalized": 0.3736257341753624, "contribution": 0.11208772025260871 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4474005699157715, "normalized": 0.5037984581119062, "contribution": 0.15113953743357184 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1cd9ec16d05266a7426690db48123295dfd67b644c6a322eb4d334098313a6c2", "id": "056a5a9318c624caa3c98739607e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.403861999511719, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.13286326825618744, "fitness": 0.0, "legacy_fitness": 0.21545534367009817, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.17260804772377014, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3845935466019986, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.17260804772377014, "normalized": 0.4244862135541247, "contribution": 0.16979448542164988 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.003237396478652954, "normalized": 0.2976227785857784, "contribution": 0.08928683357573351 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.204547643661499, "normalized": 0.4183740920153842, "contribution": 0.12551222760461525 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/05/056a5a9318c624caa3c98739607e.mp3", "audio_sha256": "351455d62e69b20f2f2e22a93acc8060024a4280441d20ca78164eecba64f3a9", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "029286e0c023e3f15337c387bc68d6860d195149130c5bb9d0beb2b7a13c7319", "id": "057fefb07f921fc150f1362fe0e0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.394378662109375, "wer": 0.0, "identity": null, "voiceclap": -0.029817353934049606, "fitness": 0.0, "legacy_fitness": 0.20639395713806152, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5029526948928833, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7050924607042712, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5029526948928833, "normalized": 0.9867481327069996, "contribution": 0.39469925308279985 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21839934587478638, "normalized": 0.43291983354873964, "contribution": 0.12987595006462188 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7271077632904053, "normalized": 0.6017241918561651, "contribution": 0.18051725755684953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "07e8acf60db82f7d046629212294e35a95c47ae3b7f25c414d995e646917ceb0", "id": "05b0ca28d2d129377d2d1f1fc4dd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.6628683805465698, "voiceclap": -0.010672792792320251, "fitness": 0.0, "legacy_fitness": 0.20592909812927246, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9766387939453125, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6789960860102944, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9766387939453125, "normalized": 0.8971763155918141, "contribution": 0.35887052623672566 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.22019153833389282, "normalized": 0.43407232002780993, "contribution": 0.13022169600834296 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8195183277130127, "normalized": 0.633012879217419, "contribution": 0.1899038637652257 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b4420b5c7c6d5046e6aaed057677631e662b05b16e8aead76e58a43681ff47e0", "id": "05eaeeb1362c191d55f49c524d50", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.09409761428833, "genuineness": 4.444586753845215, "wer": 0.0, "identity": 0.6138271689414978, "voiceclap": -0.17956620454788208, "fitness": 0.0, "legacy_fitness": 0.2025261330604553, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0715478658676147, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6710434630416333, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0715478658676147, "normalized": 0.9247120174186527, "contribution": 0.3698848069674611 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24408769607543945, "normalized": 0.4494887510525986, "contribution": 0.13484662531577957 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5906920433044434, "normalized": 0.5543734358613088, "contribution": 0.16631203075839265 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d8a1ad7c12de5ef1848020d17ef916a97ce9636dbfcabf5291a264e83d1d84b2", "id": "05ef7ca8649adbc4459944284ea2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.06683202087879181, "fitness": 0.0, "legacy_fitness": 0.20754172563552856, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.24163281917572021, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5028155564245295, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.24163281917572021, "normalized": 0.4739159392226755, "contribution": 0.1895663756890702 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.096750259399414, "normalized": 0.721041236201374, "contribution": 0.2163123708604122 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5bf9364e3fcd04500d81c4e40527d96e5779585cbed64e09a715c91cb7a9bd6a", "id": "066511e9209d5180a91daa180caf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.538887023925781, "genuineness": 4.055472373962402, "wer": 0.0, "identity": 0.7803089022636414, "voiceclap": -0.04236834496259689, "fitness": 0.0, "legacy_fitness": 0.20394390540662305, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03078371286392212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3842803352265934, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03078371286392212, "normalized": 0.3273416377707763, "contribution": 0.1309366551083105 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5285348892211914, "normalized": 0.5324949110546127, "contribution": 0.15974847331638378 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/06/066511e9209d5180a91daa180caf.mp3", "audio_sha256": "c14caa68131b5add17f8c802580eb02ae76d15012a67abb0578d37331374f337", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "295216265596894447d7272ccfc4d222d379e848927dcad98c0a16face93d4a9", "id": "069eb78ea3f993cf36b4583a6ab8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.070269584655762, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.039330802857875824, "fitness": 0.0, "legacy_fitness": 0.20562053680419923, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.377845287322998, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.710245419423402, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.377845287322998, "normalized": 0.9768247566845867, "contribution": 0.3907299026738347 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14013946056365967, "normalized": 0.3832809693166601, "contribution": 0.11498429079499803 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9691355228424072, "normalized": 0.6817707531818977, "contribution": 0.20453122595456932 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4d12650711d0561fecd383ac8f27b7173035ce8b87e53587e81039d8cbc932ab", "id": "06cb3db3cedaa061ce081885f82f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 5.927301406860352, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.18444745242595673, "fitness": 0.0, "legacy_fitness": 0.20096559762954713, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4598121643066406, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6957392614866171, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4598121643066406, "normalized": 0.9838478525601682, "contribution": 0.3935391410240673 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24408769607543945, "normalized": 0.4494887510525986, "contribution": 0.13484662531577957 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.600593090057373, "normalized": 0.5578449838225674, "contribution": 0.16735349514677023 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "35e542123d92cd9cfdefbb93fcd56c3c9abb933b74f930da16a94cb4db2e0786", "id": "07b753c5918c3d70e5da9667d2ba", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.523001670837402, "genuineness": 4.268857479095459, "wer": 0.0, "identity": null, "voiceclap": 0.0139386635273695, "fitness": 0.0, "legacy_fitness": 0.2449942432632915, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.23462249338626862, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45489283399758573, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.23462249338626862, "normalized": 0.46886430773854415, "contribution": 0.18754572309541767 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6236958503723145, "normalized": 0.5659276669838458, "contribution": 0.16977830009515374 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/07/07b753c5918c3d70e5da9667d2ba.mp3", "audio_sha256": "9584e25c505e404b9b4b5c8d632987a764b6a9c3bc9a5df7663cd67161e6de71", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a6611be1f6eb826644f98be8d979476d6eb6f305c3ce31e92dd2e7c588b54731", "id": "07ea854eb69c560e9ddbc95e36d3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.403861999511719, "genuineness": 4.846253395080566, "wer": 0.0, "identity": null, "voiceclap": -0.16654470562934875, "fitness": 0.0, "legacy_fitness": 0.21721426486968992, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.334704875946045, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8159526446497123, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.334704875946045, "normalized": 0.9721939245308457, "contribution": 0.38887756981233834 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.2441413402557373, "normalized": 0.934198737042368, "contribution": 0.2802596211127104 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.40669584274292, "normalized": 0.4893848457488787, "contribution": 0.1468154537246636 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d39fe6b8e1400adfe5de3dad9c3e44f6a01f39d78064571e86f27cf8725193aa", "id": "08005ab38a6987bc58a0c1f260dc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.062326908111572, "genuineness": 4.457139015197754, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.29380881786346436, "fitness": 0.0, "legacy_fitness": 0.19561793303489686, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4837587773799896, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5066508906303953, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4837587773799896, "normalized": 0.6454432187937973, "contribution": 0.25817728751751895 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24169808626174927, "normalized": 0.44794328067160727, "contribution": 0.13438298420148218 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0934348106384277, "normalized": 0.3803020630379805, "contribution": 0.11409061891139413 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c54e73a2f87355265d616bc765593218f7c5867119efad7565bc97da8e411b0f", "id": "084b63c066ad3598b76548c9c414", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.796044826507568, "wer": 0.0, "identity": null, "voiceclap": -0.0644325315952301, "fitness": 0.0, "legacy_fitness": 0.21274226665496826, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.058605670928955, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.41560983657836914, "labels": [ [ "Exasperated Sigh", 0.41560983657836914 ], [ "Relief Sigh", 0.22704648971557617 ], [ "Deep Breath", 0.1537572741508484 ] ], "family": "sigh", "no_burst_prob": 0.019222086295485497, "start": 6.68, "end": 7.0, "dur": 0.3200000000000003, "locator_confidence": 0.829 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6759428503865135, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.058605670928955, "normalized": 0.9213282143824242, "contribution": 0.3685312857529697 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5141141414642334, "normalized": 0.6234115513573686, "contribution": 0.18702346540721057 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1550419330596924, "normalized": 0.4012936640877773, "contribution": 0.12038809922633317 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d85433b2f5cda15fdf418cb29bf23ce1f5f2f54f6ec95cd8d8bcd23e67e57277", "id": "087340d7488beb00659312f7295d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.20609712600708, "wer": 0.0, "identity": 0.5859536528587341, "voiceclap": 0.014890370890498161, "fitness": 0.0, "legacy_fitness": 0.20252089262008666, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15750887989997864, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4723235154562668, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15750887989997864, "normalized": 0.4138028170534392, "contribution": 0.16552112682137568 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07442507147789001, "normalized": 0.34299721467743244, "contribution": 0.10289916440322973 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9625349044799805, "normalized": 0.6796774141055378, "contribution": 0.20390322423166135 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "06890776043895e16054666334ccde137927432d3bab3756f4b84d533be2a5b2", "id": "087c48e446f6ab07273f26252584", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.038498878479004, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.14107975363731384, "fitness": 0.0, "legacy_fitness": 0.20420256853103635, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0499776601791382, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7213493155120192, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0499776601791382, "normalized": 0.9190091492942074, "contribution": 0.367603659717683 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.37462037801742554, "normalized": 0.5344360194267492, "contribution": 0.16033080582802475 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.854722499847412, "normalized": 0.6447161665543714, "contribution": 0.1934148499663114 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "674a7cec93f8487d4a9e8f9225af378c0d8fb895ae5d7f2eef6148608501482b", "id": "088aae466945c9ece322e349b29b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 5.911416053771973, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.03922973945736885, "fitness": 0.0, "legacy_fitness": 0.20763095378875732, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8040769100189209, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6627523624955234, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8040769100189209, "normalized": 0.829736651837682, "contribution": 0.3318946607350728 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5451791286468506, "normalized": 0.6425317768397029, "contribution": 0.19275953305191085 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3244614601135254, "normalized": 0.4603272290284658, "contribution": 0.13809816870853972 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/08/088aae466945c9ece322e349b29b.mp3", "audio_sha256": "6055c49d3d56899bb3526030bd7f702a148c35bad5b3c15a0e9aa9d383775577", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d69bd1df8966828eed25e6258b7c3e8754fe0a03066a421834c7ebf08502e271", "id": "092752d092f8faf46a68da4f9c58", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.6358144283294678, "voiceclap": -0.11609460413455963, "fitness": 0.0, "legacy_fitness": 0.20062636375427245, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.635828971862793, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5233471683448336, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.635828971862793, "normalized": 0.7416489832834895, "contribution": 0.2966595933133958 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08756794035434723, "normalized": 0.35092939289808406, "contribution": 0.10527881786942521 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.164943218231201, "normalized": 0.4046958572067089, "contribution": 0.12140875716201267 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e5aff6e74c8f137c05b225fa1ae1b7b554026d54cedba5416c7ec55e30bcef35", "id": "095924555a7c020135beaf99b6fb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 5.863759994506836, "genuineness": 4.381826400756836, "wer": 0.0, "identity": null, "voiceclap": 0.07090824842453003, "fitness": 0.0, "legacy_fitness": 0.19750205993652342, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.024312645196914673, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/09/095924555a7c020135beaf99b6fb.mp3", "audio_sha256": "edbff84cc8df2c3afbf3bd43b2ecb2651ebcc437bd1afa756fae4af96ecf3c47", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1cbbc60741af2b799220c1411c20d6f669d16fad92cec2292a1614e3f404ee11", "id": "09abb88799288283e57a2ea97fc6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. 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[4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.443574905395508, "genuineness": 4.394378662109375, "wer": 0.0, "identity": 0.6323349475860596, "voiceclap": 0.0124890748411417, "fitness": 0.0, "legacy_fitness": 0.20651309013366698, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9507545232772827, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.5268488526344299, "labels": [ [ "Exasperated Sigh", 0.5268488526344299 ], [ "Relief Sigh", 0.16955628991127014 ], [ "Sharp Inhale", 0.16648545861244202 ] ], "family": "sigh", "no_burst_prob": 0.0025604877155274153, "start": 1.82, "end": 2.2, "dur": 0.3800000000000001, "locator_confidence": 0.848 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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[3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.475345611572266, "genuineness": 4.381826400756836, "wer": 0.0, "identity": null, "voiceclap": -0.17023828625679016, "fitness": 0.0, "legacy_fitness": 0.20667584419250487, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5711182355880737, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.331617832183838, "wer": 0.0, "identity": 0.6717581748962402, "voiceclap": -0.07246974110603333, "fitness": 0.0, "legacy_fitness": 0.20506321668624877, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7889777421951294, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5874674459754087, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7889777421951294, "normalized": 0.8227201866287029, "contribution": 0.3290880746514812 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10310043394565582, "normalized": 0.3603879977785678, "contribution": 0.10811639933357033 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4391496181488037, "normalized": 0.5008765733011905, "contribution": 0.15026297199035715 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/0a/0ab7dbdc1cc6b5f559e5f7fed6f3.mp3", "audio_sha256": "dabbced20b30385594e46dc95819523c81b936270f505a617c26e169ae9c38c1", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e245bcd910288a41a551ed7f189f7c7885a8268200b70354d22c4b56e30a64b0", "id": "0adb8086d82fc55e76e3e4cd54eb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.602428436279297, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.18635091185569763, "fitness": 0.0, "legacy_fitness": 0.2161133360862732, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5193496942520142, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4883212282778951, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5193496942520142, "normalized": 0.6691256217421166, "contribution": 0.26765024869684667 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.134165421128273, "normalized": 0.37955845967509755, "contribution": 0.11386753790252926 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.020826578140259, "normalized": 0.3560114722617306, "contribution": 0.10680344167851917 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5ff0cf43336e4d585b1b06ac5074fb7774253fcda7ceae5dd5998eb88ecff851", "id": "0b174c5521f957a547d1cb434021", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.252951145172119, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.22228899598121643, "fitness": 0.0, "legacy_fitness": 0.23409171949027363, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15643036365509033, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4248424694914133, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15643036365509033, "normalized": 0.4130420514113019, "contribution": 0.16521682056452078 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.564289093017578, "normalized": 0.5450962295424953, "contribution": 0.16352886886274856 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/0b/0b174c5521f957a547d1cb434021.mp3", "audio_sha256": "0253f4be6f38e126c9c34572fdbf4e55658dbfbe7d794288430ad483d18f3a1d", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5fb729b95d4fcf4712ef1d113a31ac41fb75ea3d7da5d76c07f6d6830d117835", "id": "0b2e208b273bf62c9e5397fa309a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.362998008728027, "wer": 0.0, "identity": null, "voiceclap": -0.06400547921657562, "fitness": 0.0, "legacy_fitness": 0.20620513439178464, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9032999277114868, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.584590870893135, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9032999277114868, "normalized": 0.8713534831941354, "contribution": 0.3485413932776542 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14133426547050476, "normalized": 0.38402677669507096, "contribution": 0.11520803300852128 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.15944242477417, "normalized": 0.4028048153565316, "contribution": 0.12084144460695947 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f7aaf1c5a7d51e3b288c40115cbfa24f610d9536b2d662ae0a30fa9480a3e6b4", "id": "0b4a23ca648a90f57833208eebaa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.173524379730225, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.1401434689760208, "fitness": 0.0, "legacy_fitness": 0.20308993339538572, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07823824882507324, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3843040600208087, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07823824882507324, "normalized": 0.3589270852895503, "contribution": 0.14357083411582014 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3822181224823, "normalized": 0.4807227109466639, "contribution": 0.14421681328399916 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/0b/0b4a23ca648a90f57833208eebaa.mp3", "audio_sha256": "0490e0821f40b58d5875bfb89cadc7f9ab6ef9473d33a6aa6999d4abd933cbd1", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "190e02fa02fa1a387da5334a53cc8da66a8762a0f15e5cfb526772d256bb85bc", "id": "0b9241708df27689fce80bc3d2d6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.316492557525635, "genuineness": 4.494794845581055, "wer": 0.0, "identity": 0.5989749431610107, "voiceclap": 0.0026158057153224945, "fitness": 0.0, "legacy_fitness": 0.23081670091442902, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2917836308479309, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5112948921111331, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2917836308479309, "normalized": 0.5101283018680193, "contribution": 0.20405132074720772 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.030742645263672, "normalized": 0.7010225382962612, "contribution": 0.21030676148887834 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ee66deac7e5618c2ebf5a34c9835ab812ed272f0d7dd273ccfa427d0722ad453", "id": "0bf1333f1b58239c030d9b6f4848", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.181467056274414, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.6506525278091431, "voiceclap": -0.024726156145334244, "fitness": 0.0, "legacy_fitness": 0.20666088581085207, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.30418652296066284, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5578970870852633, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.30418652296066284, "normalized": 0.5190827274942287, "contribution": 0.20763309099769148 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.16881483793258667, "normalized": 0.4012936743170763, "contribution": 0.12038810229512288 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2551684379577637, "normalized": 0.7662529793081632, "contribution": 0.22987589379244894 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f0f1396b4521a688da85dd9dc5477de311f5e6883a40c29d360df180b6a75d31", "id": "0c088ac1e96320cf7f5abd35b860", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.205295085906982, "genuineness": 3.7040140628814697, "wer": 0.0, "identity": 0.6880268454551697, "voiceclap": 0.029707005247473717, "fitness": 0.0, "legacy_fitness": 0.18567977786064147, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5581761002540588, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6264084079657478, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5581761002540588, "normalized": 0.6942075703590337, "contribution": 0.2776830281436135 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.5279998779296875, "normalized": 0.8336650296827179, "contribution": 0.25009950890481536 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6180f2a09b0c7109261ebf46fa1c830f726ed9a5134fadb40d70395ebd52491a", "id": "0c3fd8470922ea6dc40795e5766d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.499174118041992, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.09308985620737076, "fitness": 0.0, "legacy_fitness": 0.21017128944396973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.012449026107788086, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3717256215306072, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.012449026107788086, "normalized": 0.31544706719042326, "contribution": 0.1261788268761693 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.429523468017578, "normalized": 0.49746764519179076, "contribution": 0.14924029355753723 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c430b3ed9e9362dd7684b92157a63e0fe140b597c67bb93e2fa3b94ff579a301", "id": "0c40292a39a2f08351613b316c7c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.213237762451172, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.5517824292182922, "voiceclap": -0.2557027041912079, "fitness": 0.0, "legacy_fitness": 0.2102754759788513, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2556534707546234, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4026583272881993, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2556534707546234, "normalized": 0.4840309837027199, "contribution": 0.19361239348108797 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07561987638473511, "normalized": 0.34371553218565637, "contribution": 0.10311465965569691 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0120255947113037, "normalized": 0.35310424717138134, "contribution": 0.1059312741514144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "89c8b2694aaea030eb76ea35eb898f6dc41600e48d98eed739e198f9c321c103", "id": "0c437598eec2e660ea01ad8dfc02", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.086154937744141, "genuineness": 4.381826400756836, "wer": 0.0, "identity": null, "voiceclap": -0.23018944263458252, "fitness": 0.0, "legacy_fitness": 0.200837984085083, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.18608945608139038, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47885390211934, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.18608945608139038, "normalized": 0.4340723279122525, "contribution": 0.173628931164901 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1054900586605072, "normalized": 0.361850961049329, "contribution": 0.1085552883147987 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.887726306915283, "normalized": 0.655565608798801, "contribution": 0.1966696826396403 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e3d9246b0d9cc934a584caa126290f664454f279519cbe8c8c6b2c432ece943f", "id": "0c64c29edd32cf2c17556e049512", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.6739461421966553, "voiceclap": -0.24832259118556976, "fitness": 0.0, "legacy_fitness": 0.2094011092185974, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.968010663986206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7888337088680162, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.968010663986206, "normalized": 0.8943502164755114, "contribution": 0.35774008659020456 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7077265977859497, "normalized": 0.9882628255146755, "contribution": 0.29647884765440263 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2914576530456543, "normalized": 0.44871591541136346, "contribution": 0.13461477462340904 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c50624a929e31f9fd9c767f848a89f3ecc6c4b905d02e305c0e3375ce680c10c", "id": "0c91348088235dc0a718d2d95219", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.546830177307129, "genuineness": 4.519899368286133, "wer": 0.0, "identity": null, "voiceclap": -0.10632190108299255, "fitness": 0.0, "legacy_fitness": 0.21119993686676025, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6724984049797058, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5337504315482033, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6724984049797058, "normalized": 0.7626472088463065, "contribution": 0.3050588835385226 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11026927828788757, "normalized": 0.3647829146040352, "contribution": 0.10943487438121056 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.144040584564209, "normalized": 0.3975222454282338, "contribution": 0.11925667362847013 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "64ed2b265704d1bbb7c4073fbacf13ec1288ef6cf8ab45733be62e1afcaea231", "id": "0d20c715ca5db64bd0b207c529d7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.04580111429095268, "fitness": 0.0, "legacy_fitness": 0.20938092231750488, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.40179187059402466, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5199720470922707, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.40179187059402466, "normalized": 0.5888584180896643, "contribution": 0.23554336723586575 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.799715995788574, "normalized": 0.6263742241180521, "contribution": 0.18791226723541563 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ba0b96ccc0cdfe0f27e891c555b6be7d0d6dccdb67432151d6c92589fcbd9439", "id": "0d58b9068ff9010fa17ddb3a8b13", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.268836498260498, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.3074759840965271, "voiceclap": -0.2596578598022461, "fitness": 0.0, "legacy_fitness": 0.20891283512115477, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1923412084579468, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7846378891597658, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1923412084579468, "normalized": 0.9511644006340739, "contribution": 0.3804657602536296 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.8785303235054016, "normalized": 0.818629938217599, "contribution": 0.2455889814652797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.517533779144287, "normalized": 0.528610491469522, "contribution": 0.15858314744085658 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7f740da044a5e66de5446bea494811ed97fd9b227ec841000b4d452a6476e8c5", "id": "0d63da8ca1435655fbff8e23ab68", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.252951145172119, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.3986660838127136, "voiceclap": -0.18034550547599792, "fitness": 0.0, "legacy_fitness": 0.2071055459976196, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1300068348646164, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.435711371758817, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1300068348646164, "normalized": 0.39451204030004045, "contribution": 0.15780481612001618 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07920429110527039, "normalized": 0.34587386366797546, "contribution": 0.10376215910039263 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6655006408691406, "normalized": 0.5804813217946941, "contribution": 0.17414439653840824 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8cc357080b662d5a60dcca7ccd0902626e530319b26e8ea5b7c56f162563ac8a", "id": "0e43e91fe4a2328b2853fd535c65", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.281409740447998, "wer": 0.0, "identity": 0.5090534090995789, "voiceclap": -0.01514943316578865, "fitness": 0.0, "legacy_fitness": 0.20916580070591234, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1612836718559265, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4402596781521058, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1612836718559265, "normalized": 0.4164680168738392, "contribution": 0.1665872067495357 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08756794035434723, "normalized": 0.35092939289808406, "contribution": 0.10527881786942521 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.610494375228882, "normalized": 0.5613121784438164, "contribution": 0.16839365353314492 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "297a065e739502237165d6a5c4543174d92ea7ba16eab5c41f1f067495df940e", "id": "0ece3c2cb7b7fb79da69df97e501", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.758388519287109, "wer": 0.06666666666666667, "identity": 0.5730047225952148, "voiceclap": -0.18054704368114471, "fitness": 0.0, "legacy_fitness": 0.19812559159596763, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1837130784988403, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6297970948719888, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1837130784988403, "normalized": 0.9495623540131528, "contribution": 0.37982494160526115 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2778410017490387, "normalized": 0.4713895540339354, "contribution": 0.14141686621018063 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.038428544998169, "normalized": 0.3618509568551566, "contribution": 0.10855528705654698 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3f59f0abb4207828f69d6ab5b99aa2a05b1ef3bb8eb3b053be481fbe3bf050b5", "id": "0ede184317955696776c3f7cf444", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.76, "cfg": 3, "generation": null, "ce": 5.804190158843994, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.7150542736053467, "voiceclap": 0.017934013158082962, "fitness": 0.0, "legacy_fitness": 0.19849132776260375, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8825889825820923, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7812492037218708, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8825889825820923, "normalized": 0.9981710553707643, "contribution": 0.39926842214830577 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.41434770822525024, "normalized": 0.5601569534564007, "contribution": 0.1680470860369202 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.070347309112549, "normalized": 0.7131123184554828, "contribution": 0.21393369553664485 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/0e/0ede184317955696776c3f7cf444.mp3", "audio_sha256": "0839ae7f618af1f02a8451e0befd6ad00ca6fa5df4a19d22ab27c5e353499e19", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8906a23d0ba09d76acd95d58889c104f7eacc5b88ac4d55a8383f1e2e09c2c42", "id": "0f2541fd517182dc264472e15ba5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.38003396987915, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.3569861650466919, "fitness": 0.0, "legacy_fitness": 0.21183601140975952, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8601595163345337, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6354849104518164, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8601595163345337, "normalized": 0.8542158763077459, "contribution": 0.34168635052309837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5057504773139954, "normalized": 0.6182093458946136, "contribution": 0.1854628037683841 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0362281799316406, "normalized": 0.36111918720111325, "contribution": 0.10833575616033397 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/0f/0f2541fd517182dc264472e15ba5.mp3", "audio_sha256": "ebb4b46308f1a8a05fbd35147b4e9be25a1f67903fd770013d464f6d18f95026", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "11dd508a77a11bc75b9cb8eac6595d1fecd24294d2c40630a42a44e37247a4ca", "id": "0fb43cfddc8e1a220e57fef4c31d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.300607204437256, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.12274090945720673, "fitness": 0.0, "legacy_fitness": 0.21001699686050412, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9334982633590698, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6185879486850037, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9334982633590698, "normalized": 0.8824847557500171, "contribution": 0.3529939023000068 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08876276016235352, "normalized": 0.35165380356107595, "contribution": 0.10549614106832278 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5318353176116943, "normalized": 0.5336596843889136, "contribution": 0.1600979053166741 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/0f/0fb43cfddc8e1a220e57fef4c31d.mp3", "audio_sha256": "ee8dd46d894ce8b0bc34d632526e9c57e615ecb728cc5f415995db859ac4c348", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cade6844dabb3f50ae89654d68126e65f6b82dcc2eebd7d6c3c76a32310243bb", "id": "0fedf1b976e9a98b0b92b3e4961a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.316492557525635, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.0618865042924881, "fitness": 0.0, "legacy_fitness": 0.2090000748634338, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.38669270277023315, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49864815605128887, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.38669270277023315, "normalized": 0.578190165266604, "contribution": 0.23127606610664164 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.637997627258301, "normalized": 0.5709176996016775, "contribution": 0.17127530988050324 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c0847da76dba6bfa88f69c71e2c3ead6d38729ab27f7949fea2719a206e8a8f9", "id": "1027d3407b9d21c8c3222750cc3f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.7239499688148499, "voiceclap": -0.09574060142040253, "fitness": 0.0, "legacy_fitness": 0.20498770236968994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.696225643157959, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.546515477904233, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.696225643157959, "normalized": 0.7757183738693856, "contribution": 0.3102873495477543 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3731420040130615, "normalized": 0.47751296290324197, "contribution": 0.1432538888709726 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c1f025cba50fb6848b238475def86e2470c82d87832064b6fae97f50000871a6", "id": "10ae8579864f20af90b31cc91fa9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.395919322967529, "genuineness": 3.9550557136535645, "wer": 0.0, "identity": 0.426697701215744, "voiceclap": -0.18168175220489502, "fitness": 0.0, "legacy_fitness": 0.20006556767243727, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": -0.004807174205780029, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37216598790885225, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": -0.004807174205780029, "normalized": 0.3044239337751483, "contribution": 0.12176957351005933 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4751787185668945, "normalized": 0.5136330443396411, "contribution": 0.1540899133018923 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/10/10ae8579864f20af90b31cc91fa9.mp3", "audio_sha256": "5993f4c15ccf2e469fa43d0e8d1c64df187c6fb9689790b60dfd049b1a0616b7", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5bb92e26358c55d1978c3f7a59197d77a82e76643c92c3d2c459a77632f94c0d", "id": "10b16ffbc954cca044519e83d1ba", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.507116317749023, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.21450531482696533, "fitness": 0.0, "legacy_fitness": 0.21342844009399414, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.16074442863464355, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4042639734651789, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.16074442863464355, "normalized": 0.4160870448272914, "contribution": 0.16643481793091658 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3508644104003906, "normalized": 0.46964115219738417, "contribution": 0.14089234565921524 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9c8b7ab6a89c09d4089744ad01bf8241940193106832f4cb4c82cd785c8f7b96", "id": "10d09b6387e4deb51cc81fb425e8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.340320587158203, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.6308282613754272, "voiceclap": -0.10455282032489777, "fitness": 0.0, "legacy_fitness": 0.21092650413513186, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3138931393623352, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5346006726752753, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3138931393623352, "normalized": 0.5260840607773245, "contribution": 0.21043362431092982 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1803598403930664, "normalized": 0.745423201931225, "contribution": 0.2236269605793675 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3290bae6a4379747cabad349a0caa349e60400d60a5aaa6ae1ecb4c620a57975", "id": "115335054b4d7065c803f04d77bc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": null, "voiceclap": -0.15679769217967987, "fitness": 0.0, "legacy_fitness": 0.21581972360610963, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8385891914367676, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.588914116015949, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8385891914367676, "normalized": 0.8450959782917773, "contribution": 0.33803839131671093 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09354197978973389, "normalized": 0.3545567769655904, "contribution": 0.10636703308967711 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3849685192108154, "normalized": 0.48169563869853665, "contribution": 0.14450869160956098 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c65309b0cda926aadf24143ab0b4d7de96b92da629067e7b68e6314310db4a6f", "id": "117594f66dafa82cabe0e8a7cab9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.459460258483887, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.0016820859163999557, "fitness": 0.10510159134864806, "legacy_fitness": 0.21020318269729613, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.179399013519287, "bursts": [ { "label": "Sharp Inhale", "prob": 0.6071804165840149, "labels": [ [ "Sharp Inhale", 0.6071804165840149 ], [ "Deep Breath", 0.14502964913845062 ], [ "Relief Sigh", 0.07086684554815292 ] ], "family": "breath", "no_burst_prob": 0.02269010804593563, "start": 12.22, "end": 12.56, "dur": 0.33999999999999986, "locator_confidence": 0.587 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0.0, "matched": { "label": "Sharp Inhale", "prob": 0.6071804165840149, "labels": [ [ "Sharp Inhale", 0.6071804165840149 ], [ "Deep Breath", 0.14502964913845062 ], [ "Relief Sigh", 0.07086684554815292 ] ], "family": "breath", "no_burst_prob": 0.02269010804593563, "start": 12.22, "end": 12.56, "dur": 0.33999999999999986, "locator_confidence": 0.587 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6561101327722305, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.179399013519287, "normalized": 0.9487457731979718, "contribution": 0.37949830927918876 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13058100640773773, "normalized": 0.37733028152984294, "contribution": 0.11319908445895288 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5631890296936035, "normalized": 0.5447091301136296, "contribution": 0.1634127390340889 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d6a4d4724484d68237a4d0b11b5ac141023ffc503b08ec0cf12c51e11c679801", "id": "118e5191db3760405ade03c2a38d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.252951145172119, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.5208741426467896, "voiceclap": 0.013500116765499115, "fitness": 0.0, "legacy_fitness": 0.21437648294637376, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.26320305466651917, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/11/118e5191db3760405ade03c2a38d.mp3", "audio_sha256": "bcfaba86b8d7076a00623c07f3c4824623b92044e3426ac5dc80a1bd8e809cdd", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "370365fefb12f285f168977eaaf625877c9ba01c929f28a5885776c0e07ca1f5", "id": "1231f3298a8d990973c40af48401", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.20609712600708, "wer": 0.0, "identity": 0.40217483043670654, "voiceclap": -0.07377511262893677, "fitness": 0.0, "legacy_fitness": 0.20168691873550415, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06313908100128174, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4110692604862308, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06313908100128174, "normalized": 0.3487594454068433, "contribution": 0.13950377816273732 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7084054946899414, "normalized": 0.595304142793291, "contribution": 0.1785912428379873 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0116c83181afa197ce6df44191dec933e7464711c48c372ff27a57d964db25da", "id": "123491174c35f0a5c5e8f382dbad", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.38003396987915, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.1841363161802292, "fitness": 0.0, "legacy_fitness": 0.21394045147124102, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06206056475639343, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4027823404909887, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06206056475639343, "normalized": 0.3480372193433697, "contribution": 0.1392148877373479 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.57969069480896, "normalized": 0.550511211275504, "contribution": 0.16515336338265119 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "175c81aad965e564d56f1511e164969390fe25463923937361207a445e1e44fc", "id": "1239a8f8b834c243c5eaf94d66c3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.16325902938842773, "fitness": 0.0, "legacy_fitness": 0.21176048517227175, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1602051556110382, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43818077385463655, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1602051556110382, "normalized": 0.4157061305632324, "contribution": 0.16628245222529298 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6875033378601074, "normalized": 0.5880985182046271, "contribution": 0.17642955546138814 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "526c863827f42bde7775989deb7cc7e6824cd2fa8d27d016cb0f4b86b5e1ee8e", "id": "128e51ea4d81439a213235b21424", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.38003396987915, "genuineness": 4.049196243286133, "wer": 0.0, "identity": null, "voiceclap": 0.011821199208498001, "fitness": 0.0, "legacy_fitness": 0.2160033179999255, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.31712865829467773, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5477632566167236, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.31712865829467773, "normalized": 0.5284161421427662, "contribution": 0.2113664568571065 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0481393039226532, "normalized": 0.3273416398045801, "contribution": 0.09820249194137402 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.360780715942383, "normalized": 0.7939810260608104, "contribution": 0.23819430781824313 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/12/128e51ea4d81439a213235b21424.mp3", "audio_sha256": "c3fbaa8426b992887b0266ced067a35f63bea7e83bfc5f9e5095b39bbc8d3fed", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8a84fbe463f655cd4ca9544b57d2522188165949be6ccd60279c26cd48a88df4", "id": "129ff78bbf2312cc845abd50f1a6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.6243668794631958, "voiceclap": -0.1539352983236313, "fitness": 0.0, "legacy_fitness": 0.2090319752693176, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0715478658676147, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7092824581293308, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0715478658676147, "normalized": 0.9247120174186527, "contribution": 0.3698848069674611 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3441528081893921, "normalized": 0.5146064433236094, "contribution": 0.1543819329970828 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7711129188537598, "normalized": 0.6167190605492896, "contribution": 0.18501571816478687 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "181ee72aa9e9535edd84f0cf67294bf757a047d9ea04e01c13aa6f3841da35e0", "id": "12be682a34d5639c7150325cc4bb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 5.6334228515625, "genuineness": 4.118232727050781, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.25887197256088257, "fitness": 0.0, "legacy_fitness": 0.17496001688639323, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5668041706085205, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5214506042183189, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5668041706085205, "normalized": 0.6996650584440525, "contribution": 0.279866023377621 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15686675906181335, "normalized": 0.39376044472877847, "contribution": 0.11812813341863354 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1847453117370605, "normalized": 0.41152149140688116, "contribution": 0.12345644742206434 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1957d8c9a78938c3ae82679589104b625f1511aadebbb274cb45e362e90610b7", "id": "12e0175910939417344800971ce3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.557555198669434, "wer": 0.0, "identity": null, "voiceclap": -0.19240933656692505, "fitness": 0.0, "legacy_fitness": 0.2102350902557373, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8860437870025635, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.579401285710863, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8860437870025635, "normalized": 0.8646740442512288, "contribution": 0.34586961770049157 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11743812263011932, "normalized": 0.36919567206613335, "contribution": 0.11075870161984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.178144693374634, "normalized": 0.4092432213017715, "contribution": 0.12277296639053144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "776d3a6d3531310d03a36464637998f7c2870711ceb9a6a11153a9ae251a155b", "id": "1315e67a6ad13e04a614b6700352", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.284721851348877, "genuineness": 4.557555198669434, "wer": 0.0, "identity": null, "voiceclap": -0.23242992162704468, "fitness": 0.0, "legacy_fitness": 0.20820970773696898, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14995929598808289, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40673329535792985, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14995929598808289, "normalized": 0.40848442971801924, "contribution": 0.16339377188720772 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04574969410896301, "normalized": 0.3259328400531387, "contribution": 0.09777985201594161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.394869565963745, "normalized": 0.4851989048492684, "contribution": 0.14555967145478052 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/13/1315e67a6ad13e04a614b6700352.mp3", "audio_sha256": "221aeeeab7b1882f8106df2d4b998754d97a2fb3de9664feef6b6b3dfea63218", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f9ed66782aae2a284d892bffb1b75bb10f827baa7b16908c965f7ef40d1aba66", "id": "132a7a20b3729ab956cc2dae6874", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.53094482421875, "genuineness": 4.281409740447998, "wer": 0.06451612903225806, "identity": null, "voiceclap": -0.10988852381706238, "fitness": 0.0, "legacy_fitness": 0.19177364710838565, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.24594686925411224, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4836331701239172, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.24594686925411224, "normalized": 0.4770267761947508, "contribution": 0.19081071047790032 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9075284004211426, "normalized": 0.6620149802620625, "contribution": 0.19860449407861874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4daeab54d19de1b158f1dd1569a66507e9edeefc966ed3f075c7b9a661454982", "id": "144e9d7ea00fd0103f24ece1db78", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.268836498260498, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.2590237557888031, "fitness": 0.0, "legacy_fitness": 0.2111094570159912, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.391006737947464, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4649928542998732, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.391006737947464, "normalized": 0.5812444515957277, "contribution": 0.23249778063829107 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3398633003234863, "normalized": 0.4657580784684151, "contribution": 0.13972742354052453 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/resolve/main/audio/14/144e9d7ea00fd0103f24ece1db78.mp3", "audio_sha256": "d55b6f516dbcac489b94691a36bac7cc9f5ddaff0756bcadf417410bc0197984", "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "315bd326082ec4d9e7b64caeb50bfff4b17aa70105eaef9fd088c13f8caf37a2", "id": "1494fbe65f0a5e14fd002904b4ea", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.41180419921875, "genuineness": 4.3504462242126465, "wer": 0.0, "identity": 0.73770672082901, "voiceclap": -0.08496171236038208, "fitness": 0.0, "legacy_fitness": 0.20493821859359743, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.119002342224121, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6514754714502133, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.119002342224121, "normalized": 0.9361753481030909, "contribution": 0.3744701392412364 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7084054946899414, "normalized": 0.595304142793291, "contribution": 0.1785912428379873 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ccdd74c61d319d3dd534a8fc8ecf25dc3084c5dceffb6bb0ec16eda60978e639", "id": "14b730e77e7e04287bcbf33b6fac", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 5.927301406860352, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.07937569916248322, "fitness": 0.0, "legacy_fitness": 0.20222079992294312, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1966552734375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7457609316321875, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1966552734375, "normalized": 0.9519500343534602, "contribution": 0.3807800137413841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.36775022745132446, "normalized": 0.5299703332181502, "contribution": 0.15899109996544505 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.984537363052368, "normalized": 0.6866327264178611, "contribution": 0.20598981792535834 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2b77f04f2e19051b4df3915ca0917aaef41a28ebd124ef701c58f4f613aae791", "id": "150f10a2b38f8c7ae69cfbdd4849", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.197352409362793, "genuineness": 4.406930446624756, "wer": 0.0, "identity": 0.4537850618362427, "voiceclap": -0.1555061936378479, "fitness": 0.0, "legacy_fitness": 0.20313354730606079, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1521163284778595, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47229876138937515, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1521163284778595, "normalized": 0.41000230156404216, "contribution": 0.16400092062561689 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.030742645263672, "normalized": 0.7010225382962612, "contribution": 0.21030676148887834 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "377ae7216ad611a85a97694c24e75d9019214c47cf8d46936666ae62651ba0af", "id": "151d22df5bea7ccabd2490a3394e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.070269584655762, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.570102870464325, "voiceclap": -0.1683126986026764, "fitness": 0.0, "legacy_fitness": 0.20593433141708373, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7002224627199187, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.342509925365448, "normalized": 0.5135357170312578, "contribution": 0.15406071510937733 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.468852996826172, "normalized": 0.5113939970548543, "contribution": 0.1534181991164563 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "885aa754f7a5fd93a397639bb50849abaf0ad5794ec17ece5267af509347bbbc", "id": "15f1453ec82134e4fe00c8c89326", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.133810997009277, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.18469518423080444, "fitness": 0.0, "legacy_fitness": 0.203435640335083, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4511841535568237, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7303599229009786, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4511841535568237, "normalized": 0.9832066980549421, "contribution": 0.39328267922197685 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.23871105909347534, "normalized": 0.4460125464270018, "contribution": 0.13380376392810053 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9559340476989746, "normalized": 0.6775782658363374, "contribution": 0.2032734797509012 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "74891f2fb55bea868d35e51aa9bdf95a179a75e392b15b5313ff95aa1f270612", "id": "160769fd1a4fb0ad2e4468909cd4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.419747352600098, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.46203702688217163, "voiceclap": -0.215099036693573, "fitness": 0.0, "legacy_fitness": 0.2143145275115967, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2441097497940063, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8136503807450293, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2441097497940063, "normalized": 0.9599408384797665, "contribution": 0.3839763353919066 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.5739080905914307, "normalized": 0.9796648158588098, "contribution": 0.29389944475764296 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3024590015411377, "normalized": 0.45258200198493237, "contribution": 0.13577460059547972 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9467844f07c056ab0a6666a2700e719a4cc2cef94227d7ec996337c2ee2a9f43", "id": "16a7919315da7985709cd1ff23b6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.308549880981445, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.17467358708381653, "fitness": 0.0, "legacy_fitness": 0.20668432474136353, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3131345510482788, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8559399369262362, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3131345510482788, "normalized": 0.9696036382347386, "contribution": 0.38784145529389547 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.253699779510498, "normalized": 0.93617535124878, "contribution": 0.280852605374634 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7931153774261475, "normalized": 0.6241529208590221, "contribution": 0.1872458762577066 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "29f4c4a92edc94802c17169ed338f2d460a56ff57a49b28df7c912787ca85992", "id": "16f33766fa5a9df3316059b29766", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.308549880981445, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.5388041138648987, "voiceclap": -0.24105991423130035, "fitness": 0.0, "legacy_fitness": 0.21420892451774443, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09872998297214508, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39885294285164563, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09872998297214508, "normalized": 0.37288621703796865, "contribution": 0.14915448681518748 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.060087382793426514, "normalized": 0.3344222619830495, "contribution": 0.10032667859491484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4307610988616943, "normalized": 0.4979059248051443, "contribution": 0.14937177744154329 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3371e961b07e28856d86523b2845bd768705019db74d85f18aec15a5d68b4d8e", "id": "1735e10b6744ce90eface81914a6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.372091293334961, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.5449395179748535, "voiceclap": -0.07698868960142136, "fitness": 0.0, "legacy_fitness": 0.2114030647277832, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5202089548110962, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.897743051065873, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5202089548110962, "normalized": 0.9877755324839537, "contribution": 0.3951102129935815 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.8033111095428467, "normalized": 0.9922796687166862, "contribution": 0.2976839006150058 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9735360145568848, "normalized": 0.6831631248576189, "contribution": 0.20494893745728565 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f053a37fa5ca0377597459bf55e31c42d4e522aa60175fbce2d4b198e18935c1", "id": "175c92ec906b678cc69b40bc392f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.165581703186035, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.1645721048116684, "fitness": 0.0, "legacy_fitness": 0.2067364120483398, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0025230646133423, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6921544707364189, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0025230646133423, "normalized": 0.9053242524288416, "contribution": 0.3621297009715367 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.31346118450164795, "normalized": 0.49459457259522105, "contribution": 0.1483783717785663 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7381091117858887, "normalized": 0.6054879932877197, "contribution": 0.1816463979863159 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4463e09b73ccd1e84c57bf2067f9e3a7d2e5ef6874a38473cbe4576cefb8df26", "id": "175d7e6013cd08b497696721ea14", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.6835706830024719, "voiceclap": -0.12524524331092834, "fitness": 0.0, "legacy_fitness": 0.2095840620994568, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.124175548553467, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8910946570841652, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.124175548553467, "normalized": 0.9995867288960957, "contribution": 0.3998346915584383 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7268434762954712, "normalized": 0.9891870494145241, "contribution": 0.2967561148243572 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8657236099243164, "normalized": 0.6483461690045658, "contribution": 0.19450385070136972 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f89138abea09e2eae0439a4b0750490601854b080a2b86af6e8b65e1b917ba11", "id": "175e71e52667e33f017b78189005", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.0146708488464355, "genuineness": 4.105680465698242, "wer": 0.0, "identity": null, "voiceclap": -0.11014469712972641, "fitness": 0.0, "legacy_fitness": 0.19720365844742, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2335439920425415, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5215261140119165, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2335439920425415, "normalized": 0.4680875653238237, "contribution": 0.18723502612952947 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.360780715942383, "normalized": 0.7939810260608104, "contribution": 0.23819430781824313 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9150af176d805d41a48add777d328b568e7667807a1d4529a44e3e16e78dff61", "id": "17880ed2787f4654682e559479c2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.332377910614014, "genuineness": 4.883909225463867, "wer": 0.0, "identity": null, "voiceclap": -0.2531467080116272, "fitness": 0.0, "legacy_fitness": 0.2170833992958069, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05127544701099396, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.35280637157731665, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05127544701099396, "normalized": 0.3408456653548956, "contribution": 0.13633826614195824 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.152841806411743, "normalized": 0.40053868112819274, "contribution": 0.12016160433845782 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "60195adfe740e60d32b62b784b5d42e7e8c18425dc218b6c89b930ca9fd1198a", "id": "1793a2090650f0048e0a4ce764c7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.197352409362793, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.27162474393844604, "fitness": 0.0, "legacy_fitness": 0.20627156496047971, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.036176279187202454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3212880687246635, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.036176279187202454, "normalized": 0.3308743880408792, "contribution": 0.1323497552163517 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05172371864318848, "normalized": 0.32945945310662184, "contribution": 0.09883783593198654 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8470065593719482, "normalized": 0.3003349252544174, "contribution": 0.09010047757632522 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "dafc159c22f498cc239cce9b383e6ab9020b101fe9add5482f89498700c3469e", "id": "1818f08409985f916e395804e50f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.68307638168335, "wer": 0.03333333333333333, "identity": 0.4073629081249237, "voiceclap": -0.2094704657793045, "fitness": 0.0, "legacy_fitness": 0.20292078701655067, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1837130784988403, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6384701046752368, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1837130784988403, "normalized": 0.9495623540131528, "contribution": 0.37982494160526115 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24408769607543945, "normalized": 0.4494887510525986, "contribution": 0.13484662531577957 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1880457401275635, "normalized": 0.41266179251398694, "contribution": 0.12379853775419608 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ef5b53b7360b4191b1b2525d7f037732636a8434a0d07f6486c6b360241361c0", "id": "18bb595647fef421fb296490bf80", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.53094482421875, "genuineness": 4.243753433227539, "wer": 0.0, "identity": null, "voiceclap": 0.0310208797454834, "fitness": 0.0, "legacy_fitness": 0.21243567869558283, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.513957142829895, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6004757817401843, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.513957142829895, "normalized": 0.6655777556145223, "contribution": 0.2662311022458089 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.329977035522461, "normalized": 0.7861019670779525, "contribution": 0.23583059012338575 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7e1fa83f0038c14c00993909b26b7d415a1deacb29507c5ede93687e15e9e3a9", "id": "18c4c8eeb192b2afff06f5a12374", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 5.871703147888184, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.2319108247756958, "fitness": 0.0, "legacy_fitness": 0.19824880838394163, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8429032564163208, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6011890878338781, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8429032564163208, "normalized": 0.8469494649971241, "contribution": 0.33877978599884967 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21541231870651245, "normalized": 0.4310002692634849, "contribution": 0.12930008077904545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.277156114578247, "normalized": 0.44369740351994336, "contribution": 0.133109221055983 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f3a28798a2f05c4d4b243e9ee735c02f6f80298bad673d57d9c691c2b803d8f9", "id": "18f325738c04ba59fd67830d30d4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.372091293334961, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.6696756482124329, "voiceclap": -0.050591811537742615, "fitness": 0.0, "legacy_fitness": 0.20324421405792237, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.036176279187202454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41598164756829037, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.036176279187202454, "normalized": 0.3308743880408792, "contribution": 0.1323497552163517 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.008016645908355713, "normalized": 0.2949218575323227, "contribution": 0.0884765572596968 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8723244667053223, "normalized": 0.6505177836408061, "contribution": 0.19515533509224184 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0160b71ec4f0cd63fd882e7555d46ab5e70db4cbb8ad27093166053fc25bb465", "id": "1911f41ce6cba7c4061594589839", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.96, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.369274139404297, "wer": 0.0, "identity": null, "voiceclap": -0.22935914993286133, "fitness": 0.0, "legacy_fitness": 0.2683689492484233, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8221923112869263, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8336727140854864, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8221923112869263, "normalized": 0.9974200264120158, "contribution": 0.39896801056480635 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7709976434707642, "normalized": 0.7686398700132504, "contribution": 0.2305919610039751 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9647350311279297, "normalized": 0.6803758083890165, "contribution": 0.20411274251670494 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "997efbdf0baca6edda67710be341b00db7d5f710682f3069cd6fd795c71f07b9", "id": "19227a34c9811f230d3e390da134", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.589907705783844, "voiceclap": 0.02292471006512642, "fitness": 0.0, "legacy_fitness": 0.21816692146549005, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12353575229644775, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40484804701944893, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12353575229644775, "normalized": 0.3900084998838874, "contribution": 0.15600339995355497 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08398352563381195, "normalized": 0.34875944593964936, "contribution": 0.1046278337818948 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3822181224823, "normalized": 0.4807227109466639, "contribution": 0.14421681328399916 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e75dc9aa974a79e4122dd9d8204166feffd80aa59f6f56fb5fa6e850108acb17", "id": "19674a926525b534c34612d214a3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.24500846862793, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.11313745379447937, "fitness": 0.1891948087932805, "legacy_fitness": 0.378389617586561, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6530851721763611, "bursts": [ { "label": "Sharp Inhale", "prob": 0.5940434336662292, "labels": [ [ "Sharp Inhale", 0.5940434336662292 ], [ "no_burst", 0.2156774252653122 ], [ "Deep Breath", 0.06888407468795776 ] ], "family": "breath", "no_burst_prob": 0.2156774252653122, "start": 4.26, "end": 4.52, "dur": 0.2599999999999998, "locator_confidence": 0.624 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0.40299906539916985, "matched": { "label": "Sharp Inhale", "prob": 0.5940434336662292, "labels": [ [ "Sharp Inhale", 0.5940434336662292 ], [ "no_burst", 0.2156774252653122 ], [ "Deep Breath", 0.06888407468795776 ] ], "family": "breath", "no_burst_prob": 0.2156774252653122, "start": 4.26, "end": 4.52, "dur": 0.2599999999999998, "locator_confidence": 0.624 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6085122140556526, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6530851721763611, "normalized": 0.7516488226836208, "contribution": 0.30065952907344834 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2016720473766327, "normalized": 0.42219196756835986, "contribution": 0.12665759027050796 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.733708620071411, "normalized": 0.6039836490389876, "contribution": 0.1811950947116963 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "309457fbe3e82688c7d0cfbf420019109f0d81d7e7f7f4e8f470216840e96c8e", "id": "1989de6b3a7acac5ac5761ea2da3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.38003396987915, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.11977872252464294, "fitness": 0.0, "legacy_fitness": 0.28203622351805635, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.21413075923919678, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4655272923320752, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.21413075923919678, "normalized": 0.45412967007102817, "contribution": 0.18165186802841127 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.812917709350586, "normalized": 0.6308043511605621, "contribution": 0.18924130534816863 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "07abee179bf84d40f027116ebe0ebd9eae62e2652515102f61670404f475ee49", "id": "1a3be914dc179163604fe414f5fa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.229123115539551, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.6385550498962402, "voiceclap": -0.09371276199817657, "fitness": 0.0, "legacy_fitness": 0.20955309066693117, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05127544701099396, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4037412873531092, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05127544701099396, "normalized": 0.3408456653548956, "contribution": 0.13633826614195824 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.652299165725708, "normalized": 0.5758963408521858, "contribution": 0.17276890225565572 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b37e3628c9ba752d96eb2132a5c4262d1e6b1455a195e17804b5635ef5533c6e", "id": "1aa25f3d0ab2eeea2f086e9dd6fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.381826400756836, "wer": 0.03571428571428571, "identity": 0.3930998146533966, "voiceclap": -0.08557005971670151, "fitness": 0.0, "legacy_fitness": 0.1956182463679995, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.877415657043457, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6825933705286212, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.877415657043457, "normalized": 0.861246667995416, "contribution": 0.34449866719816646 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05769777297973633, "normalized": 0.3330013183740389, "contribution": 0.09990039551221166 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.360780715942383, "normalized": 0.7939810260608104, "contribution": 0.23819430781824313 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "878ed2cf95aaa5a2872dd6d8c21fc0c9c69a9d88b3706ccec220b47a8df497ec", "id": "1ab36000284792f8b4f29ef8c866", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.65797233581543, "wer": 0.03333333333333333, "identity": 0.6869086027145386, "voiceclap": -0.12547874450683594, "fitness": 0.0, "legacy_fitness": 0.20381130043665566, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3303908109664917, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6836086375724818, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3303908109664917, "normalized": 0.9716911189018036, "contribution": 0.38867644756072145 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2602176070213318, "normalized": 0.4599395902888583, "contribution": 0.1379818770866575 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.502131938934326, "normalized": 0.5231677097503429, "contribution": 0.15695031292510286 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b48d376aec00119dd950e941ca45fbac126fed7fe7bf8b628cfb74add13a37e9", "id": "1acb24bbf5328cf955e13ac82043", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.24500846862793, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.1514335423707962, "fitness": 0.0, "legacy_fitness": 0.24089410059858862, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7531675100326538, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8330935243659099, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7531675100326538, "normalized": 0.9962285638151607, "contribution": 0.3984914255260643 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9478291273117065, "normalized": 0.8469494709433201, "contribution": 0.254084841282996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7271077632904053, "normalized": 0.6017241918561651, "contribution": 0.18051725755684953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0eecf51e80e048b4dd637b60aa91261c380b3ec30657fa58f245384cef6a68c6", "id": "1aeabb88bf98b7e733d02ec8ecdc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.268836498260498, "genuineness": 4.796044826507568, "wer": 0.0, "identity": null, "voiceclap": -0.2244536578655243, "fitness": 0.0, "legacy_fitness": 0.2139336681365967, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.179399013519287, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7332158032568276, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.179399013519287, "normalized": 0.9487457731979718, "contribution": 0.37949830927918876 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9621668457984924, "normalized": 0.8524213846259762, "contribution": 0.25572641538779284 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9306161403656006, "normalized": 0.32663692863282, "contribution": 0.097991078589846 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "69f5cb96f72f55e5920e27898a70c5a6173f2cad70b7b8a4fae335f6f947d985", "id": "1b83703963f224cb59f8cbde72c9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.04, "cfg": 3, "generation": null, "ce": 6.284721851348877, "genuineness": 4.413206577301025, "wer": 0.0, "identity": 0.6987659931182861, "voiceclap": -0.12827789783477783, "fitness": 0.0, "legacy_fitness": 0.2046009922027588, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3489447832107544, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5339571489341477, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3489447832107544, "normalized": 0.5512840904305983, "contribution": 0.22051363617223935 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.024243175983428955, "normalized": 0.3133672785495304, "contribution": 0.09401018356485911 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1319541931152344, "normalized": 0.7314444306568307, "contribution": 0.21943332919704922 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "91eb4d087d1d0db225724de3514cd09631a02e31a29eb33e0aa29f15b1b5845e", "id": "1b97d77d934c58c8a0f5199342af", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.078212261199951, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.4976276457309723, "voiceclap": -0.24772875010967255, "fitness": 0.0, "legacy_fitness": 0.2038568615913391, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.47081664204597473, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5357436315183007, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.47081664204597473, "normalized": 0.6366840663796399, "contribution": 0.254673626551856 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.060087382793426514, "normalized": 0.3344222619830495, "contribution": 0.10032667859491484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7293081283569336, "normalized": 0.6024777545717662, "contribution": 0.18074332637152987 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "818760e1b2d86f31948edbf537d3702c73af1c9b9aebf1d01c2fe6642022adf0", "id": "1c7460d549558b3b82e31fc700e0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.197352409362793, "genuineness": 4.362998008728027, "wer": 0.03571428571428571, "identity": 0.5940901041030884, "voiceclap": -0.011554718017578125, "fitness": 0.0, "legacy_fitness": 0.19481969220297676, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9593826532363892, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8309811853226358, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9593826532363892, "normalized": 0.8914684186808348, "contribution": 0.35658736747233394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9167641401290894, "normalized": 0.834637901012067, "contribution": 0.2503913703036201 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.184760332107544, "normalized": 0.7466748251556059, "contribution": 0.22400244754668178 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fa723157f6f1c806b5b16607590b2f56d9aa0d0ee14ee9d4b34feeddd50fc386", "id": "1c952cdf8bc36f2d792ffe7b0bc2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.758388519287109, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.23756127059459686, "fitness": 0.0, "legacy_fitness": 0.19812559159596763, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.179399013519287, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6299785009761538, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.179399013519287, "normalized": 0.9487457731979718, "contribution": 0.37949830927918876 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2148149162530899, "normalized": 0.43061655233054064, "contribution": 0.12918496569916219 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1638429164886475, "normalized": 0.40431741999267645, "contribution": 0.12129522599780293 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5dba8eb3e80bec36d6939f000320ab17dff95cd43d92debc4cf149f5080a9c9a", "id": "1cc517520ac765f2c0fbaf3bd25a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.395919322967529, "genuineness": 3.911123275756836, "wer": 0.0, "identity": 0.693544864654541, "voiceclap": -0.08454709500074387, "fitness": 0.0, "legacy_fitness": 0.19511180221240057, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": -0.006964206695556641, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3707476913022066, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": -0.006964206695556641, "normalized": 0.3030581706725147, "contribution": 0.1212232682690059 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4471256732940674, "normalized": 0.5037011122073702, "contribution": 0.15111033366221108 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a4aafad8f19cb80f5ed2df1f72cfc41abd38f8115cb5660f347112a732087206", "id": "1d223639628348e3ce664b9c9f74", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.523001670837402, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.061413899064064026, "fitness": 0.0, "legacy_fitness": 0.21241151809692382, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8989859819412231, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6824691083947074, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8989859819412231, "normalized": 0.8697055057332984, "contribution": 0.3478822022933194 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4203217625617981, "normalized": 0.5640056024159901, "contribution": 0.16920168072479702 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5818910598754883, "normalized": 0.5512840845886365, "contribution": 0.16538522537659095 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cb5fa6927254e1db402f20ae4821f6333dbd84162e83d4d34ddb5c201568eccd", "id": "1d69fbe71562006b5a3a3a49b0cf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.213237762451172, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.24673029780387878, "fitness": 0.0, "legacy_fitness": 0.20682365179061887, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.37159353494644165, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5069913266183838, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.37159353494644165, "normalized": 0.5674642162095598, "contribution": 0.22698568648382392 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7293081283569336, "normalized": 0.6024777545717662, "contribution": 0.18074332637152987 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b520e1573f23daea91f6af3e9c3268a4700236cc2a964eb46e8e2d1bb1917870", "id": "1dbb68114df3d3fd11ad2a9d377e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.403861999511719, "genuineness": 4.105680465698242, "wer": 0.0, "identity": null, "voiceclap": -0.11304160952568054, "fitness": 0.0, "legacy_fitness": 0.19869994163513183, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.034019261598587036, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4246512529770077, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.034019261598587036, "normalized": 0.3294594634400896, "contribution": 0.13178378537603583 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.060087382793426514, "normalized": 0.3344222619830495, "contribution": 0.10032667859491484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.845921516418457, "normalized": 0.6418026300201901, "contribution": 0.19254078900605703 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bb4cd5048bf0471f55de2a4b0e78012b0c1f5ae2dd7d9aafe7ebd4aa73531e29", "id": "1de325ec1fb37111060b121d9184", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.293961524963379, "wer": 0.0, "identity": 0.6679685115814209, "voiceclap": -0.020912840962409973, "fitness": 0.0, "legacy_fitness": 0.20233470678329465, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8515313863754272, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6075067227875047, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8515313863754272, "normalized": 0.8506121627044857, "contribution": 0.3402448650817943 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24408769607543945, "normalized": 0.4494887510525986, "contribution": 0.13484662531577957 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.270555257797241, "normalized": 0.44138410796643635, "contribution": 0.1324152323899309 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5a6281e4fc61b7489ad1555f57172c37d935331ac330c22d1fd8848f0a9df69c", "id": "1e076ba44c27dc6756e63aff835f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.284721851348877, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.6114691495895386, "voiceclap": -0.19672836363315582, "fitness": 0.0, "legacy_fitness": 0.20883732080459594, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9938949346542358, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7782518584634759, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9938949346542358, "normalized": 0.9026628850846236, "contribution": 0.3610651540338494 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.3349467515945435, "normalized": 0.9511644078974271, "contribution": 0.2853493223692281 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.265054702758789, "normalized": 0.4394579402013278, "contribution": 0.13183738206039833 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "95def0ed6c91d920182118bcb65048f6686dc1019c78707286eeab77a0fe94b0", "id": "1e35dc528c2312d53a71c7805c27", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.41180419921875, "genuineness": 4.293961524963379, "wer": 0.0, "identity": null, "voiceclap": -0.0329122357070446, "fitness": 0.0, "legacy_fitness": 0.20352610111236571, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7070107460021973, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5476617658866898, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7070107460021973, "normalized": 0.7815219887842062, "contribution": 0.3126087955136825 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1951005905866623, "normalized": 0.4179927224384436, "contribution": 0.12539781673153308 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0494298934936523, "normalized": 0.36551717880491397, "contribution": 0.10965515364147418 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "870d75091c149966c6c24395d6e9274029cb3e9e6ae98706fef528d13292b706", "id": "1e39647743e35b9cf520f408714f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.23706579208374, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.1287212073802948, "fitness": 0.0, "legacy_fitness": 0.2087500810623169, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10951510071754456, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4493283470466158, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10951510071754456, "normalized": 0.3803020866772503, "contribution": 0.15212083467090012 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0624769926071167, "normalized": 0.3358455817346283, "contribution": 0.10075367452038848 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.885525941848755, "normalized": 0.654846126184424, "contribution": 0.1964538378553272 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0dc35040ad387e837e5bac060037e5b10f3ae65aada397a2632de1e5f08572ed", "id": "1ec4f37a96251c6d1a34efc3a2af", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.332377910614014, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": null, "voiceclap": -0.18791675567626953, "fitness": 0.0, "legacy_fitness": 0.21237637281417845, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.287250280380249, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7011862249786759, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.287250280380249, "normalized": 0.9662346056681699, "contribution": 0.38649384226726796 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.17120444774627686, "normalized": 0.4028048276091718, "contribution": 0.12084144828275153 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8591229915618896, "normalized": 0.6461697814288547, "contribution": 0.19385093442865642 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "55cb68712102fffac9de432e3baf803d724800d294167b8495574329bc1b9187", "id": "1f1807239ad34ae086d38afed2c6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.356205940246582, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.49385154247283936, "voiceclap": -0.12858796119689941, "fitness": 0.0, "legacy_fitness": 0.28747127142561973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.968010663986206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6500811745946747, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.968010663986206, "normalized": 0.8943502164755114, "contribution": 0.35774008659020456 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.885525941848755, "normalized": 0.654846126184424, "contribution": 0.1964538378553272 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7a2123855e5cf02970aff56a32bcf654e99f5bedb29a8cb371d1c83339a41beb", "id": "1f3c4d48c87b8ec88a6857892009", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.252951145172119, "genuineness": 4.331617832183838, "wer": 0.0, "identity": 0.7096179723739624, "voiceclap": 0.01542389951646328, "fitness": 0.0, "legacy_fitness": 0.20208471298217773, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.17746135592460632, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.48649830236698494, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.17746135592460632, "normalized": 0.42793238084966856, "contribution": 0.17117295233986743 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2942695915699005, "normalized": 0.482084786413405, "contribution": 0.1446254359240215 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6324968338012695, "normalized": 0.5689997136769868, "contribution": 0.170699914103096 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2b389eb880875ce977874445ac79623460092487be00ab458b428ae7354aee08", "id": "1fb04786c7b506a6e825895c0fc0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.331617832183838, "wer": 0.0, "identity": 0.6569633483886719, "voiceclap": -0.04809814691543579, "fitness": 0.0, "legacy_fitness": 0.20494406938552856, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2527378797531128, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7273366908536876, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2527378797531128, "normalized": 0.9612706090936111, "contribution": 0.38450824363744446 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.28456178307533264, "normalized": 0.4757628190397528, "contribution": 0.14272884571192584 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9229302406311035, "normalized": 0.6669986716810576, "contribution": 0.2000996015043173 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "19fabdee0ba34a45a0d6ec6e465ad1ffb761f2d21c8d7bc7631facbccbabd537", "id": "1ffc64aeefdfa1ce475af6f5721e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 5.863759994506836, "genuineness": 4.720732688903809, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.0882248803973198, "fitness": 0.0, "legacy_fitness": 0.19910889323552453, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1017462015151978, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6890733666172424, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1017462015151978, "normalized": 0.932175003920483, "contribution": 0.3728700015681932 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4006074368953705, "normalized": 0.5512840814134473, "contribution": 0.1653852244240342 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4443752765655518, "normalized": 0.5027271354167168, "contribution": 0.15081814062501503 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "37b71ab47606248655a11606b5ff2e0e35891cbc8be7c7757863a335e3c691a1", "id": "20e3a900e4cdb5a8ce833e9272a5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.078212261199951, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.29166924953460693, "fitness": 0.0, "legacy_fitness": 0.20699487924575805, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04696139693260193, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.32207363707215597, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04696139693260193, "normalized": 0.33798498086549933, "contribution": 0.13519399234619975 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06725621223449707, "normalized": 0.33869927844111297, "contribution": 0.1016097835323339 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.7942004203796387, "normalized": 0.28423287064540775, "contribution": 0.08526986119362233 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a2499ad3362e8d5382b2da01d105537569d3dfbcfc710fb996cd5c2292ac3519", "id": "20fb2bae2b77558c1f7ec1c2b8d1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.316492557525635, "genuineness": 4.494794845581055, "wer": 0.0, "identity": 0.48447495698928833, "voiceclap": -0.14554890990257263, "fitness": 0.0, "legacy_fitness": 0.2071172595024109, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.1328036785125732, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9086940249365804, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.1328036785125732, "normalized": 0.9996094049988817, "contribution": 0.39984376199955274 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.85110342502594, "normalized": 0.9937903346742238, "contribution": 0.29813710040226715 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0351431369781494, "normalized": 0.7023772084492015, "contribution": 0.21071316253476044 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "535aebab64ffe995025b166b9c6beb2e3536b879300a1e4e07c5623826270011", "id": "21b4d5f290970208ff8895461ec7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.027300043031573296, "fitness": 0.0, "legacy_fitness": 0.21230085849761962, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2958784103393555, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8396297342904018, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2958784103393555, "normalized": 0.9673902156114926, "contribution": 0.3869560862445971 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.3577017784118652, "normalized": 0.9995628370866814, "contribution": 0.2998688511260044 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4630773067474365, "normalized": 0.5093493230660009, "contribution": 0.15280479691980026 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "176ae68999bf672b1368f2221c068c7134580c0b4cfa2092c4540ba9a008a834", "id": "21c4e1118c511cd0cd9c9e3995ac", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.213237762451172, "genuineness": 4.65797233581543, "wer": 0.0, "identity": 0.6561139822006226, "voiceclap": -0.04587730020284653, "fitness": 0.0, "legacy_fitness": 0.2096478748321533, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0974321365356445, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7201236926891235, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0974321365356445, "normalized": 0.9311452674604275, "contribution": 0.37245810698417103 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.47289329767227173, "normalized": 0.5975731072393583, "contribution": 0.17927193217180748 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.610494375228882, "normalized": 0.5613121784438164, "contribution": 0.16839365353314492 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "413bf23e2721caaef7384ebf46d5057b40c3532561ffca7523f6935c5fa98512", "id": "2299cfe5812ec0b8290b87c307fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.3127899169921875, "wer": 0.0, "identity": null, "voiceclap": -0.19637185335159302, "fitness": 0.0, "legacy_fitness": 0.20530735969543457, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4481678903102875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5531062307049618, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4481678903102875, "normalized": 0.6211847166144767, "contribution": 0.2484738866457907 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05530816316604614, "normalized": 0.33158276858618174, "contribution": 0.09947483057585452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.975736379623413, "normalized": 0.6838583782777219, "contribution": 0.20515751348331657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2d1af10de56c1fcb58a3907def5d9bbf6baf70e972f5cc8b0e6f6ad1835a67fa", "id": "22acfde831eef5d570bad65581c6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.078212261199951, "genuineness": 4.557555198669434, "wer": 0.06666666666666667, "identity": 0.5904815196990967, "voiceclap": -0.07706498354673386, "fitness": 0.0, "legacy_fitness": 0.19143792629241943, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7186551094055176, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7486370158559952, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7186551094055176, "normalized": 0.9954646116801324, "contribution": 0.398185844672053 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.35550346970558167, "normalized": 0.5220007891842859, "contribution": 0.15660023675528578 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8591229915618896, "normalized": 0.6461697814288547, "contribution": 0.19385093442865642 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c703722e3e79ee78c505aac7c865d9708b64889516f01980ff9165cfeca0e3b1", "id": "2307d03d3c6bd3e0f72c840df75b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.173524379730225, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.2118881195783615, "fitness": 0.0, "legacy_fitness": 0.21030737638473507, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2311676740646362, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8345129230264803, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2311676740646362, "normalized": 0.957876873567772, "contribution": 0.3831507494271088 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.311050534248352, "normalized": 0.9470810895239155, "contribution": 0.28412432685717465 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5994930267333984, "normalized": 0.5574594891406561, "contribution": 0.16723784674219683 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "aec40fa2770658e3feadb002eef8936d2870a76f21812697077cecee304387b1", "id": "231281bb201f35ba39fd8ff61396", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.205295085906982, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": null, "voiceclap": -0.33500784635543823, "fitness": 0.0, "legacy_fitness": 0.210470130443573, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3036472797393799, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4345049603323714, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3036472797393799, "normalized": 0.5186935814175166, "contribution": 0.20747743256700668 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.023048341274261475, "normalized": 0.3126753121884013, "contribution": 0.09380259365652038 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2782561779022217, "normalized": 0.4440831136961477, "contribution": 0.1332249341088443 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1b55484bf9aba33a51d6af4748f8acf2148d45788c4f5959693f9d63238d283a", "id": "233aa075076c1479d92571534df0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.093128204345703, "wer": 0.0, "identity": null, "voiceclap": -0.29590538144111633, "fitness": 0.0, "legacy_fitness": 0.19564591169357298, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06853164732456207, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41334176496723385, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06853164732456207, "normalized": 0.3523787458071693, "contribution": 0.14095149832286774 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.643498182296753, "normalized": 0.5728339295312939, "contribution": 0.17185017885938816 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "868ae9d682a6c63060c2937ab17e42dd527ac3256466b64ac13ec5f8db9c6163", "id": "2419928b130c29885949b5399165", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.18726921081543, "wer": 0.0, "identity": 0.7190243005752563, "voiceclap": -0.0009744800627231598, "fitness": 0.0, "legacy_fitness": 0.2062172459628825, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.059903547167778015, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4282135157617009, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.059903547167778015, "normalized": 0.34659443192645323, "contribution": 0.13863777277058129 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.815117835998535, "normalized": 0.6315409845836553, "contribution": 0.18946229537509657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5186c2f816562726083d221d2c876930402dc5b371460476049d15846f0a4747", "id": "24ba784de63384f66ed3be885670", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.252951145172119, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.68000727891922, "voiceclap": -0.24384434521198273, "fitness": 0.0, "legacy_fitness": 0.20522274255752562, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09225890040397644, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.402898217845412, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09225890040397644, "normalized": 0.36845899507971913, "contribution": 0.14738359803188766 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06606140732765198, "normalized": 0.3379849777062144, "contribution": 0.10139549331186432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4754538536071777, "normalized": 0.5137304216722001, "contribution": 0.15411912650166001 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b78867913ef69bd2f17ec321c2cf273929317d825fe337a3e38ea15a533f5ec0", "id": "24de3d2bbb181572980a4b5641d3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.444586753845215, "wer": 0.0, "identity": null, "voiceclap": -0.0589275024831295, "fitness": 0.0, "legacy_fitness": 0.21468614096212513, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7221099138259888, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.662182373659172, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7221099138259888, "normalized": 0.7894999661242076, "contribution": 0.31579998644968305 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.483994960784912, "normalized": 0.8237335781548634, "contribution": 0.247120073446459 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1c84988f67450f63af06bcfd62583b8a5d50194fba5f794684b395042af6a814", "id": "251b78688ed2fda470cac644d1fb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.362998008728027, "wer": 0.0, "identity": null, "voiceclap": 0.06388075649738312, "fitness": 0.17449417708114304, "legacy_fitness": 0.3489883541622861, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0672338008880615, "bursts": [ { "label": "Sharp Inhale", "prob": 0.4055832028388977, "labels": [ [ "Sharp Inhale", 0.4055832028388977 ], [ "no_burst", 0.22833359241485596 ], [ "Breathy Giggle", 0.1772761046886444 ] ], "family": "breath", "no_burst_prob": 0.22833359241485596, "start": 4.28, "end": 4.52, "dur": 0.23999999999999932, "locator_confidence": 0.886 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0.2668737474679943, "matched": { "label": "Sharp Inhale", "prob": 0.4055832028388977, "labels": [ [ "Sharp Inhale", 0.4055832028388977 ], [ "no_burst", 0.22833359241485596 ], [ "Breathy Giggle", 0.1772761046886444 ] ], "family": "breath", "no_burst_prob": 0.22833359241485596, "start": 4.28, "end": 4.52, "dur": 0.23999999999999932, "locator_confidence": 0.886 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6871931628373568, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0672338008880615, "normalized": 0.9235966347860832, "contribution": 0.3694386539144333 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.167158365249634, "normalized": 0.741648985261567, "contribution": 0.2224946955784701 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f375e99a4a5d03e9bffb5bd3cd94a3e48edfcc6eb56eef3dbb1ce809414ba92b", "id": "251c541d3774af2fa8103c9a35b6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.348263263702393, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.18430136144161224, "fitness": 0.0, "legacy_fitness": 0.21685586828586273, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.013527512550354004, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.32882682410073744, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.013527512550354004, "normalized": 0.31614161927178863, "contribution": 0.12645664770871545 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0406289100646973, "normalized": 0.3625832319670763, "contribution": 0.1087749695901229 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e144f88cd878bc2269aa69e2d1420ea98ecb94d553172c6cf66ba45f3915ef5b", "id": "2526478af4c86aafdec068b4683f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.229123115539551, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": 0.5954883098602295, "voiceclap": -0.2202441543340683, "fitness": 0.0, "legacy_fitness": 0.21114135742187498, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1880271434783936, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.3756357729434967, "labels": [ [ "Exasperated Sigh", 0.3756357729434967 ], [ "Relief Sigh", 0.24205437302589417 ], [ "Deep Breath", 0.18896038830280304 ] ], "family": "sigh", "no_burst_prob": 0.006209281738847494, "start": 6.0, "end": 6.3, "dur": 0.2999999999999998, "locator_confidence": 0.912 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6833440511715014, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1880271434783936, "normalized": 0.9503685352025789, "contribution": 0.3801474140810316 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3043507933616638, "normalized": 0.48865466695065135, "contribution": 0.1465964000851954 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4988315105438232, "normalized": 0.5220007900175815, "contribution": 0.15660023700527445 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "548788aab247b7016f16e4b0e348ec5788229a43323da68dd21b64b2748b0f9f", "id": "256e1a70fddbc8e4b754344c95a1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.76, "cfg": 3, "generation": null, "ce": 5.982900142669678, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.38892632722854614, "voiceclap": -0.12502719461917877, "fitness": 0.0, "legacy_fitness": 0.20776181936264038, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9421263933181763, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6214049475883389, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9421263933181763, "normalized": 0.8855360199118426, "contribution": 0.3542144079647371 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.28620463609695435, "normalized": 0.4768323009000817, "contribution": 0.1430496902700245 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1913461685180664, "normalized": 0.41380283117859085, "contribution": 0.12414084935357725 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "63d364139e994ae9583c1d12570c6afa8df20a1a9b379a323eac11e72f95192e", "id": "259f4e6a6e92a05415dd9f1da81d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.846253395080566, "wer": 0.0, "identity": null, "voiceclap": -0.29291796684265137, "fitness": 0.0, "legacy_fitness": 0.21745254516601562, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03078371286392212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3506164797940218, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03078371286392212, "normalized": 0.3273416377707763, "contribution": 0.1309366551083105 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.210048198699951, "normalized": 0.42028205961270715, "contribution": 0.12608461788381214 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ad66e9a16a2b8c1d0cf3e6fa536a802733c43f12787d926874c8e8a8aae3c1f0", "id": "25a93bbf5d33b7c581c10d3d2bc4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.425758361816406, "wer": 0.0, "identity": null, "voiceclap": -0.11737798154354095, "fitness": 0.0, "legacy_fitness": 0.20813157081604006, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14726302027702332, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4449091429025329, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14726302027702332, "normalized": 0.4065890318502372, "contribution": 0.1626356127400949 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.821718692779541, "normalized": 0.6337481353490892, "contribution": 0.19012444060472677 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d4f0630f4ef91e0f148cdb309e17e67cf230d7af1d5fddcf49a0b961fb96eb53", "id": "25bf7581aef67a4b46cebd2747b3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.218649387359619, "wer": 0.0, "identity": null, "voiceclap": -0.07090830057859421, "fitness": 0.0, "legacy_fitness": 0.20200072526931762, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7091678380966187, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6358647516324379, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7091678380966187, "normalized": 0.7826722841572271, "contribution": 0.31306891366289086 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06845101714134216, "normalized": 0.3394141598017219, "contribution": 0.10182424794051657 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1495563983917236, "normalized": 0.7365719667634352, "contribution": 0.22097159002903055 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9a98d09bcc06faee7e07e6066ee96f05d939de3912f27f59f2388cc83254a1bd", "id": "25cdf110be42c71916701a0c487a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.403861999511719, "genuineness": 4.595211505889893, "wer": 0.0, "identity": null, "voiceclap": -0.19316045939922333, "fitness": 0.0, "legacy_fitness": 0.2109382176399231, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5029526948928833, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8880771484126199, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5029526948928833, "normalized": 0.9867481327069996, "contribution": 0.39469925308279985 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.5930250883102417, "normalized": 0.9811510781624107, "contribution": 0.29434532344872316 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.911929130554199, "normalized": 0.663441906270323, "contribution": 0.19903257188109688 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "662497d8b87bee8ae4cccb25ef6761bee4524e9ba1b15116ed510ff866f9846c", "id": "25f3d9628da859657358328a6663", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.24338972568511963, "fitness": 0.0, "legacy_fitness": 0.21159773111343383, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8234900236129761, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5791938528216675, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8234900236129761, "normalized": 0.8384925128505224, "contribution": 0.335397005140209 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0911523699760437, "normalized": 0.353104221629384, "contribution": 0.10593126648881519 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.322261095046997, "normalized": 0.4595519373088111, "contribution": 0.13786558119264333 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4b72184e713091eb9cb6322f5af67659901f7554cb2ea9fb9b8a84e525852c67", "id": "263cb027df7a90c21f27e7108a7d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.5612938404083252, "voiceclap": -0.149367094039917, "fitness": 0.0, "legacy_fitness": 0.28807063798361066, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7134818434715271, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6512494540213213, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7134818434715271, "normalized": 0.7849622579766844, "contribution": 0.3139849031906738 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.19689279794692993, "normalized": 0.4191370602751587, "contribution": 0.1257411180825476 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0439441204071045, "normalized": 0.705078109160333, "contribution": 0.2115234327480999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a6dfea45d2d754770a588835a646a9e29cb3490164f7a17b794ff7de2fb33840", "id": "278c8fef3729b52e4d496cbc7885", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.427689552307129, "genuineness": 4.268857479095459, "wer": 0.0, "identity": null, "voiceclap": -0.031942807137966156, "fitness": 0.0, "legacy_fitness": 0.2031367802619934, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7531675100326538, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7408080489838813, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7531675100326538, "normalized": 0.9962285638151607, "contribution": 0.3984914255260643 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4388412833213806, "normalized": 0.575896344659296, "contribution": 0.17276890339778878 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6214957237243652, "normalized": 0.5651590668667608, "contribution": 0.16954772006002822 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1b9d031fcfa12de55954ff9d261fb7a7c787309b83d7a6672ec9e396cb4061b4", "id": "27e219d2b9203d4c884785ee665d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.020911328494548798, "fitness": 0.0, "legacy_fitness": 0.22478447690928172, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.19363903999328613, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43721651588073396, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.19363903999328613, "normalized": 0.43945791071069423, "contribution": 0.1757831642842777 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5873916149139404, "normalized": 0.5532152847616694, "contribution": 0.16596458542850082 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4cbc4229a79402cfad858980926a18f7d186a840b4c8ce4f33e3f137b482c97c", "id": "2831c10c58f215191d2c7540103c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.6202133297920227, "voiceclap": -0.02096243016421795, "fitness": 0.0, "legacy_fitness": 0.2776815267343194, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3597298860549927, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5136067690201158, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3597298860549927, "normalized": 0.5590012397748463, "contribution": 0.22360049590993852 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8745245933532715, "normalized": 0.6512405138489399, "contribution": 0.19537215415468195 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d26bc781f266561c05469d2d74fb7dc27b0fc60a586d364006a793f3ca33b597", "id": "2860f2679d2f5e925192fe105a22", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.11886796355247498, "fitness": 0.0, "legacy_fitness": 0.21471556186676025, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2527378797531128, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7250518287618286, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2527378797531128, "normalized": 0.9612706090936111, "contribution": 0.38450824363744446 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.34430214762687683, "normalized": 0.5147037681436161, "contribution": 0.15441113044308483 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.782114028930664, "normalized": 0.6204415156043311, "contribution": 0.18613245468129933 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2eed9d4857fd003a9c16cb25909addf3ae2e4b9db31f7eadaa31f3ee7ded0a95", "id": "28f288d2bba5d34b7544799cbe5b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.205295085906982, "genuineness": 4.632867813110352, "wer": 0.03333333333333333, "identity": 0.546904444694519, "voiceclap": -0.13503149151802063, "fitness": 0.0, "legacy_fitness": 0.20193775089581809, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9938949346542358, "bursts": [ { "label": "Exhausted Groan", "prob": 0.3777547776699066, "labels": [ [ "Exhausted Groan", 0.3777547776699066 ], [ "Exasperated Sigh", 0.2124897986650467 ], [ "Deep Breath", 0.20281513035297394 ] ], "family": "groan", "no_burst_prob": 0.03235617280006409, "start": 5.64, "end": 6.0, "dur": 0.3600000000000003, "locator_confidence": 0.799 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6721797157952337, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9938949346542358, "normalized": 0.9026628850846236, "contribution": 0.3610651540338494 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2963605225086212, "normalized": 0.4834470973656486, "contribution": 0.14503412920969458 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.588491916656494, "normalized": 0.5536014418389658, "contribution": 0.16608043255168972 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "173084fa6d03f28f66b980ebe30b73a7996431c2931d3a3dc56f1f94cfeda329", "id": "2970dabf3a3a43fb0bb7a3facdb0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.23401211202144623, "fitness": 0.0, "legacy_fitness": 0.21195515155792236, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2225395441055298, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7510539480182705, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2225395441055298, "normalized": 0.9564536753923059, "contribution": 0.38258147015692234 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.43943867087364197, "normalized": 0.5762788189864179, "contribution": 0.17288364569592535 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8767249584198, "normalized": 0.6519627738847427, "contribution": 0.1955888321654228 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1ca08dca1eb3045a6537528b96c6e199094d43720a382b5f0fdde6fe1853ddef", "id": "29bb82fdea390fa295db6b0449fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.20122483372688293, "fitness": 0.0, "legacy_fitness": 0.2087735080718994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0931180715560913, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6108301675860773, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0931180715560913, "normalized": 0.9301035199815926, "contribution": 0.3720414079926371 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04574969410896301, "normalized": 0.3259328400531387, "contribution": 0.09777985201594161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3519647121429443, "normalized": 0.4700296919249956, "contribution": 0.14100890757749868 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ea0bfbcc99108e612ae74b0080c3236844359934ad060ed6dbb944233290dc26", "id": "29e9ad2b5f6df11f3211b0086067", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.467403411865234, "genuineness": 4.846253395080566, "wer": 0.0, "identity": null, "voiceclap": -0.15080758929252625, "fitness": 0.0, "legacy_fitness": 0.21816738605499267, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06421759724617004, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38583181717262943, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06421759724617004, "normalized": 0.34948221994010886, "contribution": 0.13979288797604356 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08876276016235352, "normalized": 0.35165380356107595, "contribution": 0.10549614106832278 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.347564220428467, "normalized": 0.4684759604275437, "contribution": 0.1405427881282631 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fcfd9a319a458713bc4e85eced4a5f7311c0ebca7fd2a38ec5288b3a0cad4564", "id": "29ffcaaa9d38aa1ab465bbafb9c6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.268836498260498, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": 0.6870530843734741, "voiceclap": -0.14843419194221497, "fitness": 0.0, "legacy_fitness": 0.21079565048217774, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15696963667869568, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4315142280490699, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15696963667869568, "normalized": 0.41342240411395326, "contribution": 0.16536896164558132 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20406165719032288, "normalized": 0.42372118101358214, "contribution": 0.12711635430407464 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3332624435424805, "normalized": 0.46342970699804664, "contribution": 0.13902891209941398 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6fa07f594583ec9e0b2c809dbd62b5e592ee574e491bf5838db8c6e3a0304518", "id": "2a9eab344dd5c7b60db556993a98", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.23706579208374, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.49393096566200256, "voiceclap": -0.11011692881584167, "fitness": 0.0, "legacy_fitness": 0.2084362745285034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3395077884197235, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5079994419913523, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3395077884197235, "normalized": 0.5445155063388158, "contribution": 0.21780620253552635 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13177581131458282, "normalized": 0.378072558078535, "contribution": 0.1134217674235605 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6908035278320312, "normalized": 0.5892382401075515, "contribution": 0.17677147203226545 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fa9c4a3df5b0a20791193913c28bbb0ee5f95e9ac9cfa58347dded7c5c0f1a6e", "id": "2aeaf69af9c69c0fb11554fa0eae", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.1967581808567047, "fitness": 0.0, "legacy_fitness": 0.21253913879394531, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2311676740646362, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8185022752744581, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2311676740646362, "normalized": 0.957876873567772, "contribution": 0.3831507494271088 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.311050534248352, "normalized": 0.9470810895239155, "contribution": 0.28412432685717465 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.448225736618042, "normalized": 0.5040906633005822, "contribution": 0.15122719899017464 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "58572f6001c91867b109748eff7c9e6fe9e6c7db92a29eb4b39e7fee6ca671e8", "id": "2b050ef099e09c983323a58cbb46", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.340320587158203, "genuineness": 4.18099308013916, "wer": 0.0, "identity": 0.5148344039916992, "voiceclap": 0.02653629146516323, "fitness": 0.0, "legacy_fitness": 0.19962963581085205, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2958784103393555, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.666460674135102, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2958784103393555, "normalized": 0.9673902156114926, "contribution": 0.3869560862445971 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.779913902282715, "normalized": 0.6196979369620196, "contribution": 0.18590938108860586 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9513bc482b02e5ed38cdbc9f7f01bbae72e9b7bde020c95bd84691f19d0632e8", "id": "2b6ba45ceb2d9a9f8383cb28a214", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.395919322967529, "genuineness": 4.3504462242126465, "wer": 0.0, "identity": null, "voiceclap": -0.10511228442192078, "fitness": 0.0, "legacy_fitness": 0.2046999454498291, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.08363081514835358, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4259949531720791, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.08363081514835358, "normalized": 0.3625832001066891, "contribution": 0.14503328004267566 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7469100952148438, "normalized": 0.6084919458613794, "contribution": 0.18254758375841382 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "81b88d97cfdfc989154abfd80f41037421ba7e5f7cf59ed23889320edbe9e90b", "id": "2c9cdb2076885b8773b3ba7a20ce", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.419747352600098, "genuineness": 4.6203155517578125, "wer": 0.034482758620689655, "identity": null, "voiceclap": -0.21439193189144135, "fitness": 0.0, "legacy_fitness": 0.2045005094593969, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5506265163421631, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5152039669915637, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5506265163421631, "normalized": 0.6893965575362768, "contribution": 0.27575862301451076 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07323026657104492, "normalized": 0.34227946415793675, "contribution": 0.10268383924738102 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.31181001663208, "normalized": 0.4558716824322398, "contribution": 0.13676150472967194 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "98d884c97aeac02e7cb7f78713d3d0c932f70a3dce1ffd70f8931fce570740ed", "id": "2ccb0bd05d6aabcaebc2e5e63e0c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.24, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": -0.09634857624769211, "fitness": 0.0, "legacy_fitness": 0.20542062997817992, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.968010663986206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6227809579639955, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.968010663986206, "normalized": 0.8943502164755114, "contribution": 0.35774008659020456 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07800948619842529, "normalized": 0.3451538589845051, "contribution": 0.10354615769535154 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.545036792755127, "normalized": 0.5383157122614646, "contribution": 0.16149471367843937 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "731ac9983b4956bc19947bf70d6745fa43a29a61f0776c2ea26f7fd06fdb9b10", "id": "2ce020df4f92ace931113bbe79e7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.570657730102539, "genuineness": 4.444586753845215, "wer": 0.0, "identity": null, "voiceclap": -0.13485850393772125, "fitness": 0.0, "legacy_fitness": 0.20967453479766845, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8213330507278442, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5920138775710148, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8213330507278442, "normalized": 0.8375344156036719, "contribution": 0.3350137662414688 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12819139659404755, "normalized": 0.37584708971537795, "contribution": 0.11275412691461338 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.382493019104004, "normalized": 0.4808199480497754, "contribution": 0.1442459844149326 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1a800d179cdc849266fa5139db7efc13807bbd99a1dd86d6805c8c272812ba5a", "id": "2d85d579009ca1366d524b7a824c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.046441555023193, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": 0.09948340058326721, "fitness": 0.0, "legacy_fitness": 0.20149748563766479, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6582584381103516, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8825157348564849, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6582584381103516, "normalized": 0.9937903356202321, "contribution": 0.39751613424809285 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.252558708190918, "normalized": 0.9992009411340692, "contribution": 0.29976028234022073 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.773313045501709, "normalized": 0.6174643942272378, "contribution": 0.18523931826817133 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "274516465c6ec24d677ee44f7f497e1a322b02df51da4a01e6e5bcf5823eb247", "id": "2d9dea2d165b7623dc0127433240", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.372091293334961, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": -0.0196185614913702, "fitness": 0.0, "legacy_fitness": 0.20387181520462033, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5719774961471558, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7422056750052971, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5719774961471558, "normalized": 0.9904545208806201, "contribution": 0.3961818083522481 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14252908527851105, "normalized": 0.3847730231051686, "contribution": 0.11543190693155057 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2639694213867188, "normalized": 0.7686398657383282, "contribution": 0.23059195972149846 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fa51479fe3a99d414abfed82a398dec6c5996bde957e5f5d3962b91bf2a45eac", "id": "2deac0e06bcb711930b6f302c5a8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.13538050651550293, "fitness": 0.0, "legacy_fitness": 0.21183601140975952, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.16451922059059143, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41446576256030787, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.16451922059059143, "normalized": 0.4187555484042723, "contribution": 0.16750221936170895 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0338016152381897, "normalized": 0.31892637325430984, "contribution": 0.09567791197629295 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4487757682800293, "normalized": 0.5042854374076865, "contribution": 0.15128563122230596 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b903adcb053409b9ba3383cf2f5b30eca9cf3a187ce102bc401715afca4cfeb7", "id": "2df150df31bf30959225ff6653f8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.645420074462891, "wer": 0.03225806451612903, "identity": null, "voiceclap": -0.167157381772995, "fitness": 0.0, "legacy_fitness": 0.20580967010990267, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7674074172973633, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5414563402178554, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7674074172973633, "normalized": 0.8123848127044182, "contribution": 0.3249539250817673 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15328234434127808, "normalized": 0.39150807324527376, "contribution": 0.11745242197358212 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.941617488861084, "normalized": 0.3301666438750197, "contribution": 0.09904999316250591 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6cfae6b729fdccd02d01fec91415eaede96a43cda265b6827a4f950fd08dcb20", "id": "2e1439122a026fd82ac30a28c732", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.046441555023193, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.45498180389404297, "voiceclap": -0.12490756809711456, "fitness": 0.0, "legacy_fitness": 0.2055769109725952, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9162421226501465, "bursts": [ { "label": "Frustrated Groan", "prob": 0.48325487971305847, "labels": [ [ "Frustrated Groan", 0.48325487971305847 ], [ "Exasperated Sigh", 0.34193867444992065 ], [ "Relief Sigh", 0.06493112444877625 ] ], "family": "groan", "no_burst_prob": 0.0013567566638812423, "start": 6.28, "end": 6.62, "dur": 0.33999999999999986, "locator_confidence": 0.889 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6782087001543573, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9162421226501465, "normalized": 0.8762105460069646, "contribution": 0.3504842184027859 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.35296449065208435, "normalized": 0.5203473478728128, "contribution": 0.15610420436184383 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6412978172302246, "normalized": 0.5720675912990918, "contribution": 0.17162027738972754 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7509a230c8e2d20283bfe1c364c01102f0cb8f3a2ad791d58ca1e23d8a40c1bb", "id": "2ed1bdfe79b4654b6ee3af164a28", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.403861999511719, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": -0.23447071015834808, "fitness": 0.0, "legacy_fitness": 0.20434837579727172, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7350521087646484, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5884734048283671, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7350521087646484, "normalized": 0.7962001532186797, "contribution": 0.31848006128747186 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.648998737335205, "normalized": 0.5747484424462697, "contribution": 0.1724245327338809 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cdd1a31747ca810c306d1565ce791e4d79f16b996628fc3be9fda047e3e3200f", "id": "2f117bda1bcfafbae0f0e5c49239", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.20796188712120056, "fitness": 0.0, "legacy_fitness": 0.20600138425827025, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1535147428512573, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6890572871594639, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1535147428512573, "normalized": 0.9436232509961736, "contribution": 0.37744930039846947 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24110066890716553, "normalized": 0.4475570259428074, "contribution": 0.1342671077828422 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6963043212890625, "normalized": 0.5911362632605074, "contribution": 0.1773408789781522 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8b05cb52afd29889ffe765ef8b3ebe6363ec8c244309c40d7413059d6017929b", "id": "2f35f3ecfdfa2f8186721bb14522", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.41180419921875, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.09351101517677307, "fitness": 0.0, "legacy_fitness": 0.2094883418083191, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2095973491668701, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7217515963817436, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2095973491668701, "normalized": 0.9542463672615507, "contribution": 0.3816985469046203 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3023345470428467, "normalized": 0.48734038349488945, "contribution": 0.14620211504846684 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8591229915618896, "normalized": 0.6461697814288547, "contribution": 0.19385093442865642 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5bc42b4b63fa8a5b24a97b66d7dff87cc3864fe8c14ee89e812efea6544aa9ac", "id": "2f4d2dc72a3f191af47e77f30773", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.494794845581055, "wer": 0.0, "identity": 0.6384788155555725, "voiceclap": -0.13711035251617432, "fitness": 0.0, "legacy_fitness": 0.2071172595024109, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6272008419036865, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6364523239569945, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6272008419036865, "normalized": 0.7365719282003345, "contribution": 0.2946287712801338 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09712640941143036, "normalized": 0.356739584740249, "contribution": 0.10702187542207471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.3167755603790283, "normalized": 0.782672257515953, "contribution": 0.2348016772547859 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c8e117ea73ff3b9453468d1ac71501ec9c920d8c4641a6f711748f894a1ac22d", "id": "2f8ce3c6b57dd4621456c225f07e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.250029563903809, "wer": 0.0, "identity": null, "voiceclap": -0.04200384393334389, "fitness": 0.0, "legacy_fitness": 0.20242780208587646, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.968869924545288, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6949372199114896, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.968869924545288, "normalized": 0.9989025179194229, "contribution": 0.39956100716776916 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14611349999904633, "normalized": 0.3870142867256423, "contribution": 0.11610428601769268 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7150063514709473, "normalized": 0.5975730890867592, "contribution": 0.17927192672602776 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "55aa6a3887405036753f28c5ca63978d4944e2fe073b724ec32e3b1aa2f0ea4c", "id": "2fbee80393a520d63c3d71a2003d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.356205940246582, "genuineness": 4.519899368286133, "wer": 0.0, "identity": null, "voiceclap": -0.25241053104400635, "fitness": 0.0, "legacy_fitness": 0.2609824472410557, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2475646436214447, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47102092343602053, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2475646436214447, "normalized": 0.47819371535118715, "contribution": 0.19127748614047488 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7843143939971924, "normalized": 0.6211847295770306, "contribution": 0.1863554188731092 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7ac59f17d2c5872d60c65eb9b2f098ed3fa78c78a58ac6da33feac2008837e70", "id": "2fd047e209a942edbb04b8e255a5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.006728172302246, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.7510057091712952, "voiceclap": -0.10350698232650757, "fitness": 0.0, "legacy_fitness": 0.19776376724243164, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9421263933181763, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7570446425955554, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9421263933181763, "normalized": 0.8855360199118426, "contribution": 0.3542144079647371 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.45497116446495056, "normalized": 0.5861971751647876, "contribution": 0.1758591525494363 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2199645042419434, "normalized": 0.7565702736046067, "contribution": 0.226971082081382 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "614f3be7da6c41d3e184e05b93f18bc7e3476894e93e7a86e9280dcea45359a5", "id": "3007a2774bbef769bf7a37ce7189", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.7458367347717285, "wer": 0.0, "identity": null, "voiceclap": -0.20512710511684418, "fitness": 0.0, "legacy_fitness": 0.21458470821380615, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6077876687049866, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5435120631304112, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6077876687049866, "normalized": 0.7249653389707496, "contribution": 0.28998613558829983 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.48480486869812, "normalized": 0.517039460570406, "contribution": 0.15511183817112179 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a7b08a6689081df385d3864a032b0f5fcb110cbe4b2d5a941a6950ac5c8eefff", "id": "3087d7a33c52bee0834f79e4cbfc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.6957765817642212, "voiceclap": -0.04802355170249939, "fitness": 0.0, "legacy_fitness": 0.20534511566162109, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.48569655418396, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7008858583300072, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.48569655418396, "normalized": 0.9856469833107064, "contribution": 0.3942587933242826 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.134165421128273, "normalized": 0.37955845967509755, "contribution": 0.11386753790252926 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8481216430664062, "normalized": 0.642531757010651, "contribution": 0.1927595271031953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b9a45a4281767190ba5aa85d85a6f43daf86e673e83a4ea4090df4abe39f79d7", "id": "308dc3f4f254b2aac0815aa8b40d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.300607204437256, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.1904432326555252, "fitness": 0.0, "legacy_fitness": 0.21221361875534056, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.106060266494751, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6599687944804369, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.106060266494751, "normalized": 0.9331928057212502, "contribution": 0.3732771222885001 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7865145206451416, "normalized": 0.6219274152530461, "contribution": 0.1865782245759138 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "afa13127360ba6a448861b074da2ceceab0b9e4b6d3348f7a947821881a280d6", "id": "30d33d592c44370427c2dc1ee58e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 5.760505676269531, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": 0.11660608649253845, "fitness": 0.0, "legacy_fitness": 0.19999315394194989, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15265558660030365, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4222264796686235, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15265558660030365, "normalized": 0.41038198127847547, "contribution": 0.1641527925113902 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1066848635673523, "normalized": 0.36258319745346324, "contribution": 0.10877495923603897 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4300734996795654, "normalized": 0.4976624264039812, "contribution": 0.14929872792119434 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "59ec426c321526c29d7cae6ac296b064d00d02e68d47833409141e6442b44330", "id": "30f84f56d5ff4fda87ca869bdbf4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.093128204345703, "wer": 0.0, "identity": 0.7271034121513367, "voiceclap": -0.17919066548347473, "fitness": 0.0, "legacy_fitness": 0.20943251084654724, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.01676306128501892, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39091516884619953, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.01676306128501892, "normalized": 0.31822922158761024, "contribution": 0.12729168863504411 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05291852355003357, "normalized": 0.3301666125488495, "contribution": 0.09904998376465485 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.574190139770508, "normalized": 0.5485783214883353, "contribution": 0.16457349644650057 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9be9eef16f1a440b972d801a101e09d7da357294f1aa5ecd2ffc62043d05977b", "id": "310e6409d61a78069330ae5dd272", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.281409740447998, "wer": 0.0, "identity": 0.596856951713562, "voiceclap": -0.06261437386274338, "fitness": 0.0, "legacy_fitness": 0.20285489320755007, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5202089548110962, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6732916520304579, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5202089548110962, "normalized": 0.9877755324839537, "contribution": 0.3951102129935815 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2004772275686264, "normalized": 0.4214277894449903, "contribution": 0.12642833683349708 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.453176259994507, "normalized": 0.5058436740112644, "contribution": 0.15175310220337931 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "de5a2a3ef197c74b661907568df336c27ceed09f0ebc72c20f8357e8f9e88fc3", "id": "31108961dc30bc4c9e4ea06abdf2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.205295085906982, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.10244445502758026, "fitness": 0.0, "legacy_fitness": 0.21078393697738645, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6410022974014282, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8841608408909147, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6410022974014282, "normalized": 0.9932207075094988, "contribution": 0.39728828300379954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.1724529266357422, "normalized": 0.9178304171300511, "contribution": 0.2753491251390153 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0439441204071045, "normalized": 0.705078109160333, "contribution": 0.2115234327480999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3fab6818740ef84b44b181c4a8019c8cab7da058519b72aa80b85582e3decbc0", "id": "31644436cb0db0749e9522188f7b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 6.046441555023193, "genuineness": 4.532451152801514, "wer": 0.03333333333333333, "identity": null, "voiceclap": 0.07924841344356537, "fitness": 0.0, "legacy_fitness": 0.19720763874053954, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.075861930847168, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6847485161371429, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.075861930847168, "normalized": 0.9258149438714285, "contribution": 0.37032597754857144 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.34594500064849854, "normalized": 0.5157743597619473, "contribution": 0.1547323079285842 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.527984857559204, "normalized": 0.5323007688666243, "contribution": 0.15969023065998728 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0ba803698c31346d9c1695f5e87341e60b2eb1a8b2c544a8a29e3209ed46494f", "id": "31a3eb6c20860696386714e79c14", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.09619095921516418, "fitness": 0.0, "legacy_fitness": 0.21350396633148194, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.166456937789917, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6846366053551645, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.166456937789917, "normalized": 0.9462328209519848, "contribution": 0.37849312838079396 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.36565932631492615, "normalized": 0.5286104459660647, "contribution": 0.1585831337898194 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4137091636657715, "normalized": 0.4918678106151706, "contribution": 0.14756034318455116 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b0322abb5d71df6a9ad66ec4fc50d5489484ee48737db37f8f82e2a8c0f01fe8", "id": "31a6997d4e9f88e7642a3f32c37b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.157639026641846, "genuineness": 4.545003414154053, "wer": 0.07142857142857142, "identity": 0.7184548377990723, "voiceclap": -0.10373780131340027, "fitness": 0.0, "legacy_fitness": 0.19127612284251622, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3433328866958618, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7234981060957503, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3433328866958618, "normalized": 0.9731772149419995, "contribution": 0.3892708859767998 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4997764229774475, "normalized": 0.6144803033525776, "contribution": 0.1843440910057733 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4355742931365967, "normalized": 0.49961043037725733, "contribution": 0.1498831291131772 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "750ac9c919f481d2a6a34b0ac90fcb0ca4e69afe1358bf978c8ed7779ed2b3e3", "id": "31c873302ecce15c3ded52808369", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.6275103092193604, "voiceclap": 0.029790084809064865, "fitness": 0.0, "legacy_fitness": 0.21110098361968993, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9032999277114868, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6134326179517361, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9032999277114868, "normalized": 0.8713534831941354, "contribution": 0.3485413932776542 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08039909601211548, "normalized": 0.3465944261259081, "contribution": 0.10397832783777242 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.539536237716675, "normalized": 0.5363763227876982, "contribution": 0.16091289683630947 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "92eeee863b8999d6f80a6cf4875831cec59a4aaeae838145d1c9e171aab7b58b", "id": "31fa2b109db5b0023ec812bf1cdc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.356205940246582, "genuineness": 4.796044826507568, "wer": 0.0, "identity": 0.6294795274734497, "voiceclap": -0.2515676021575928, "fitness": 0.0, "legacy_fitness": 0.21524420976638792, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7393661737442017, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6987496029990631, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7393661737442017, "normalized": 0.79840498572231, "contribution": 0.31936199428892403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.3397259712219238, "normalized": 0.9519500369690976, "contribution": 0.28558501109072926 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8866111040115356, "normalized": 0.31267532539803256, "contribution": 0.09380259761940976 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f43857dd0cf309f02bf1cda783f5607e6b17fcb2366a5a8e68aad58fac7d9f58", "id": "32a186f6580bd1e480a93410a304", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.14809522032737732, "fitness": 0.0, "legacy_fitness": 0.209023494720459, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6703413724899292, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5535595686894452, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6703413724899292, "normalized": 0.7614385197990512, "contribution": 0.3045754079196205 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.465827703475952, "normalized": 0.5103230354022724, "contribution": 0.15309691062068173 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5c498190a646443a22eab34e1f311490d76855f4f65771e5d8e64d5330c016dd", "id": "33178dd4e030c967e7403890dbe8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 5.959072113037109, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.47650548815727234, "voiceclap": 0.058026060461997986, "fitness": 0.0, "legacy_fitness": 0.22175311493679278, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.48699432611465454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6358543518204258, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.48699432611465454, "normalized": 0.6476212642126385, "contribution": 0.25904850568505544 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2566331624984741, "normalized": 0.45761451686591964, "contribution": 0.13728435505977588 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.378382682800293, "normalized": 0.7984049702519815, "contribution": 0.23952149107559445 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "79cc0aa5b3a812115a398061c914b76da07e37272ff894514549766d64034b09", "id": "335ea2fad9100085c8484e28cc94", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.53094482421875, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.5659397840499878, "voiceclap": -0.06412353366613388, "fitness": 0.0, "legacy_fitness": 0.20845124006271362, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9205561876296997, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6647504432470195, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9205561876296997, "normalized": 0.8778006667495348, "contribution": 0.35112026669981394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.31159430742263794, "normalized": 0.4933772422061912, "contribution": 0.14801317266185737 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5840911865234375, "normalized": 0.5520566796178271, "contribution": 0.16561700388534814 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fab04dded1a2b9504b6056140dfebc896672fc837fd7c676feac8256a8662f6a", "id": "3392cf22dec3d393fee06ce6e3e8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 5.927301406860352, "genuineness": 4.532451152801514, "wer": 0.06666666666666667, "identity": 0.4031291604042053, "voiceclap": -0.1774633228778839, "fitness": 0.0, "legacy_fitness": 0.18873941326141358, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8515313863754272, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.649700141728537, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8515313863754272, "normalized": 0.8506121627044857, "contribution": 0.3402448650817943 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29083451628685, "normalized": 0.47984718222192974, "contribution": 0.1439541546665789 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.582991123199463, "normalized": 0.5516704066005458, "contribution": 0.16550112198016373 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6d165559b5570ab61b2938bf5924e598a38f02b0d959bbdf804c3f68c8774d58", "id": "33d770dba03e9fa1313740698bd6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.293961524963379, "wer": 0.0, "identity": null, "voiceclap": -0.007220864295959473, "fitness": 0.0, "legacy_fitness": 0.2350221284022036, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4524819254875183, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5775842829423324, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4524819254875183, "normalized": 0.6241529086931683, "contribution": 0.24966116347726733 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07800948619842529, "normalized": 0.3451538589845051, "contribution": 0.10354615769535154 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1891608238220215, "normalized": 0.7479232058990453, "contribution": 0.22437696176971358 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "59c737e6d9e327e15cbf3b714c7b8ea256a61d5f08856511f43388776930e9aa", "id": "33e510e17d6bb2644415dfd14096", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.080576419830322, "wer": 0.0, "identity": 0.7218641042709351, "voiceclap": -0.030581306666135788, "fitness": 0.0, "legacy_fitness": 0.19640437841415403, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.612101674079895, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6386866346510569, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.612101674079895, "normalized": 0.7275661835490499, "contribution": 0.29102647341961996 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.483994960784912, "normalized": 0.8237335781548634, "contribution": 0.247120073446459 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cb7159989f3803b66b63d8227add246e79b2beff9c58b43234233988e658cf6c", "id": "3461ef26e433ff004b29fb45d582", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.6534711122512817, "voiceclap": -0.16257192194461823, "fitness": 0.0, "legacy_fitness": 0.21066802978515622, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.44169682264328003, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.500958144574486, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.44169682264328003, "normalized": 0.6167190360847178, "contribution": 0.24668761443388712 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08039909601211548, "normalized": 0.3465944261259081, "contribution": 0.10397832783777242 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.439424753189087, "normalized": 0.5009740076760882, "contribution": 0.15029220230282647 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a8574d189174f2773c44df0ca9c563d2cf6c61f1d53adfce0a0038365cc66176", "id": "356d42bf15b188a83fc6e5843c51", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.403861999511719, "genuineness": 4.362998008728027, "wer": 0.0, "identity": 0.6159274578094482, "voiceclap": -0.005804307758808136, "fitness": 0.0, "legacy_fitness": 0.20513288021087644, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7019190175606083, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12221735715866089, "normalized": 0.3721471605088469, "contribution": 0.11164414815265407 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8965272903442383, "normalized": 0.6584377363795636, "contribution": 0.19753132091386907 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c0aed180779fef50e8060c9c529e54928f47c6684571e31fca56ec3db7b64bbf", "id": "357393a01039121aabaf6676f875", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.340320587158203, "genuineness": 4.137060642242432, "wer": 0.0, "identity": 0.5786052346229553, "voiceclap": -0.15021301805973053, "fitness": 0.0, "legacy_fitness": 0.19853132486343383, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.057746514678001404, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42998414657428685, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.057746514678001404, "normalized": 0.3451538563775105, "contribution": 0.1380615425510042 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.885525941848755, "normalized": 0.654846126184424, "contribution": 0.1964538378553272 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c37123d08a3d94949cd3f2675868c83e58ce28a8fda87965fc00d3bbbcaa3cbb", "id": "3585619449ebcde8c2ec6bbaa8bd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.515059471130371, "genuineness": 4.21237325668335, "wer": 0.0, "identity": null, "voiceclap": -0.046444397419691086, "fitness": 0.0, "legacy_fitness": 0.20557760403649084, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06637461483478546, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41880880962181266, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06637461483478546, "normalized": 0.3509293950341309, "contribution": 0.14037175801365237 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7755134105682373, "normalized": 0.6182093737421804, "contribution": 0.1854628121226541 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "22e8781b6885a18833c77a78a04e902974f062a37ba77ab99629ec95d59b7068", "id": "35afa37b62d04a6e1bfe0b9a3b20", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.068024158477783, "wer": 0.0, "identity": 0.6903498768806458, "voiceclap": -0.08338990062475204, "fitness": 0.0, "legacy_fitness": 0.19573315143585207, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6927708387374878, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7256372828749048, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6927708387374878, "normalized": 0.9948039218292861, "contribution": 0.39792156873171447 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1508927345275879, "normalized": 0.390008505361433, "contribution": 0.1170025516084299 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0351431369781494, "normalized": 0.7023772084492015, "contribution": 0.21071316253476044 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "19d785d99f285fe0b609759308a6a12abddfad9138c8d59c9f27723e6c171182", "id": "35fa0e71b17672adc70151247a85", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.316492557525635, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.6027240753173828, "voiceclap": -0.07634313404560089, "fitness": 0.0, "legacy_fitness": 0.20617586374282837, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.16883325576782227, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4359326105275247, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.16883325576782227, "normalized": 0.42180983473339595, "contribution": 0.16872393389335838 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6743016242980957, "normalized": 0.5835319569215169, "contribution": 0.17505958707645508 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e0e4414e4faa4ff66bb03fdf90b5265becb135e80b94adfd487bcb2f69e470b8", "id": "360bf921fcb88117364c6ee4da0c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.086154937744141, "genuineness": 4.871357440948486, "wer": 0.0, "identity": null, "voiceclap": -0.09042278677225113, "fitness": 0.0, "legacy_fitness": 0.21307626008987424, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.696225643157959, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5589321281715964, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.696225643157959, "normalized": 0.7757183738693856, "contribution": 0.3102873495477543 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12819139659404755, "normalized": 0.37584708971537795, "contribution": 0.11275412691461338 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3035590648651123, "normalized": 0.4529688390307625, "contribution": 0.13589065170922876 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a721c14df5420880eba7f2eb0b8f9c242f865ae29196fa0950ef286ed0d69132", "id": "371ad25c02401b994d7e5c3071cd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.006728172302246, "genuineness": 4.7458367347717285, "wer": 0.0, "identity": 0.4664488136768341, "voiceclap": -0.1348562240600586, "fitness": 0.0, "legacy_fitness": 0.2087468409538269, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7177959084510803, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6750548963552551, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7177959084510803, "normalized": 0.7872381901168892, "contribution": 0.3148952760467557 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.8033111095428467, "normalized": 0.9922796687166862, "contribution": 0.2976839006150058 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.5213690996170044, "normalized": 0.2082523989783116, "contribution": 0.06247571969349348 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "751d039622d401b2e57e6e1726ffdad3bf53db75bab4e9a8d12928d6f5aae909", "id": "379a602d3341456cd07658fcb61d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.109982967376709, "genuineness": 4.6203155517578125, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.11574456095695496, "fitness": 0.0, "legacy_fitness": 0.20025237886110941, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3217626810073853, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6781880112748749, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3217626810073853, "normalized": 0.9706627937687952, "contribution": 0.3882651175075181 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2893410325050354, "normalized": 0.47887452244873513, "contribution": 0.14366235673462052 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.401470422744751, "normalized": 0.48753512344245453, "contribution": 0.14626053703273637 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c69dbce76a3c43860c1c65e9555030710e58890a5a461fbb17568f73f48ff743", "id": "37c1d8458e04124cfddc00e90f7d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.7197942733764648, "voiceclap": 0.008682886138558388, "fitness": 0.0, "legacy_fitness": 0.20367716073989867, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5633493661880493, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6835205769681235, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5633493661880493, "normalized": 0.990047267312133, "contribution": 0.3960189069248532 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10310043394565582, "normalized": 0.3603879977785678, "contribution": 0.10811639933357033 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.716106414794922, "normalized": 0.5979509023656668, "contribution": 0.17938527070970003 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "34e366bf500d52b2b108430776871be51337fdba262c922d9d9f66e3b2186ea1", "id": "37c1d8fdcddba6b13ee864c74707", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.403861999511719, "genuineness": 4.231201171875, "wer": 0.0, "identity": null, "voiceclap": -0.04576130211353302, "fitness": 0.0, "legacy_fitness": 0.20183795928955078, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.334704875946045, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6579097510683292, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.334704875946045, "normalized": 0.9721939245308457, "contribution": 0.38887756981233834 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.001541823148727417, "normalized": 0.30033491585514194, "contribution": 0.09010047475654258 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7117059230804443, "normalized": 0.5964390216648275, "contribution": 0.17893170649944826 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a8d92058ccc5769838477d48be186b8c09bce60eb785c9bfd90939b5c130e856", "id": "38276032e1a65e147afbf2960e26", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.18726921081543, "wer": 0.0, "identity": 0.6505125761032104, "voiceclap": -0.07071198523044586, "fitness": 0.0, "legacy_fitness": 0.2001439595222473, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4654240608215332, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46939863940166804, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4654240608215332, "normalized": 0.6330128897453771, "contribution": 0.25320515589815085 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.144040584564209, "normalized": 0.3975222454282338, "contribution": 0.11925667362847013 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7fca72b737a6560cb2db8665fbf73b95bfd80818063aaab4abbddf7b52290a3e", "id": "3828efa5fb225c3a306c8624d8b3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.17660778760910034, "fitness": 0.0, "legacy_fitness": 0.2150729751586914, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6552422046661377, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5525486376219548, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6552422046661377, "normalized": 0.752884137528947, "contribution": 0.3011536550115788 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21720454096794128, "normalized": 0.43215181907627104, "contribution": 0.1296455457228813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.168243408203125, "normalized": 0.40583145629164896, "contribution": 0.12174943688749468 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b4e9387fef4c920e76bd7e41cbaef0ccc2217662c75a118445389d8a1c140117", "id": "3870adc24320c42304150e446156", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.205295085906982, "genuineness": 4.7458367347717285, "wer": 0.0, "identity": null, "voiceclap": -0.2591637969017029, "fitness": 0.0, "legacy_fitness": 0.21172534465789794, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.19471755623817444, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3698501569884046, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.19471755623817444, "normalized": 0.4402282223184453, "contribution": 0.17609128892737813 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06725621223449707, "normalized": 0.33869927844111297, "contribution": 0.1016097835323339 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.869009017944336, "normalized": 0.307163615095642, "contribution": 0.0921490845286926 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3f960c9c9ac74a80eff511e5c4f53bcd1cddd23ba7c86f391f9ce5ccc2a69bc4", "id": "390403d303b29e44f97b2b5b7568", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.507116317749023, "genuineness": 4.519899368286133, "wer": 0.0, "identity": 0.6057289838790894, "voiceclap": -0.015672758221626282, "fitness": 0.0, "legacy_fitness": 0.21060422897338865, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04156884551048279, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4003703033180962, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04156884551048279, "normalized": 0.3344222640343064, "contribution": 0.13376890561372257 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.012795865535736084, "normalized": 0.292232304016418, "contribution": 0.08766969120492539 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7117059230804443, "normalized": 0.5964390216648275, "contribution": 0.17893170649944826 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "dfa0594a2a9b37417c1533cb977ed24a3d991b32307b887afa77ea2575fe7ae3", "id": "39123ac6e55ec5669524eeb12215", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.65797233581543, "wer": 0.03571428571428571, "identity": 0.7597110271453857, "voiceclap": -0.169149711728096, "fitness": 0.0, "legacy_fitness": 0.20181579530239105, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6357597750208485, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.597292900085449, "normalized": 0.5566883369042308, "contribution": 0.16700650107126924 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f2e955c0cda154e58f2b61a4e381bd776dd134ac2a01402e1c36827757edea54", "id": "392ff11727f787aa4f3bd312c1ed", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.607763767242432, "wer": 0.06666666666666667, "identity": 0.7310807108879089, "voiceclap": -0.15765944123268127, "fitness": 0.0, "legacy_fitness": 0.19616777865091958, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1017462015151978, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6514552081031171, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1017462015151978, "normalized": 0.932175003920483, "contribution": 0.3728700015681932 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3074871599674225, "normalized": 0.49069933673708616, "contribution": 0.14720980102112585 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2606542110443115, "normalized": 0.43791801837932653, "contribution": 0.13137540551379795 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "097c6bf9f7e3300d2988a3c93e8e4e7ec8911360f9fdef6a87ac023373d918d0", "id": "396b5ef5c626d343ff2661fa5b55", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.332377910614014, "genuineness": 4.65797233581543, "wer": 0.0, "identity": 0.42499786615371704, "voiceclap": -0.26040446758270264, "fitness": 0.0, "legacy_fitness": 0.2114349770545959, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5430769324302673, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6431050690610401, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5430769324302673, "normalized": 0.6845529328095767, "contribution": 0.2738211731238307 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.8856991529464722, "normalized": 0.8217030984889266, "contribution": 0.24651092954667797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.178144693374634, "normalized": 0.4092432213017715, "contribution": 0.12277296639053144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0630bea71987bd19e9060941a5479d3a154427a03ea2b55d564a35ab245b7bb2", "id": "397f18ba2f94d2ee4f24bd35a2d6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.292664527893066, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.5099775195121765, "voiceclap": -0.17128945887088776, "fitness": 0.0, "legacy_fitness": 0.20644604444503784, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7932916879653931, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7061451592292785, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7932916879653931, "normalized": 0.8247432299430282, "contribution": 0.3298972919772113 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5702700614929199, "normalized": 0.6577205358420632, "contribution": 0.19731616075261896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7117059230804443, "normalized": 0.5964390216648275, "contribution": 0.17893170649944826 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ecc5dda74f5ecea5c55982a3ae1baa4a2c82e38c8fb116d8e83ab598b452fbc2", "id": "39cfac5a168e34c14e6b9f0882c5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.252951145172119, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": null, "voiceclap": -0.26269203424453735, "fitness": 0.0, "legacy_fitness": 0.21212637901306153, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5646471977233887, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6312729523224527, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5646471977233887, "normalized": 0.6983048443257647, "contribution": 0.2793219377303059 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.043413758277893, "normalized": 0.8809377442361068, "contribution": 0.26428132327083204 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8206034898757935, "normalized": 0.29223230440438264, "contribution": 0.08766969132131479 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "19c229fbcdd35fb53e326d25afc9c89be12f5dab695c18859fa67821eabd5fc8", "id": "39f7bd22d998a710a6c3fa1da83c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.515059471130371, "genuineness": 3.9048471450805664, "wer": 0.0, "identity": null, "voiceclap": -0.01958855427801609, "fitness": 0.0, "legacy_fitness": 0.19534707069396973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.16667623817920685, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49480664964078197, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.16667623817920685, "normalized": 0.42028209153579205, "contribution": 0.16811283661431684 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.233165979385376, "normalized": 0.760226473697154, "contribution": 0.2280679421091462 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4d00f92272791583dc38b43c8e808f83e257d23f8ef55dfc82cecbfa32e8b342", "id": "3a7ef7d607aa253d993c23830028", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.12254063785076141, "fitness": 0.0, "legacy_fitness": 0.20594929695129394, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9032999277114868, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7055267213265873, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9032999277114868, "normalized": 0.8713534831941354, "contribution": 0.3485413932776542 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6778026819229126, "normalized": 0.7197271630815743, "contribution": 0.21591814892447228 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3525147438049316, "normalized": 0.4702239304148694, "contribution": 0.14106717912446082 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6f78760068bc884797f5b3e00d1245c560ebb6d1a50f4196fa2c1fb26c844ca7", "id": "3b0a81b7d01e1df204cdd9504a44", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.372091293334961, "genuineness": 4.18726921081543, "wer": 0.0, "identity": null, "voiceclap": -0.26279008388519287, "fitness": 0.0, "legacy_fitness": 0.20271102558590207, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.057746514678001404, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4532047746409842, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.057746514678001404, "normalized": 0.3451538563775105, "contribution": 0.1380615425510042 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.127553939819336, "normalized": 0.7301548400861202, "contribution": 0.21904645202583606 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e1d95f7af399b75194d793602a037f4ec640bf5a18043cf024bdba7a41ae6e78", "id": "3b8ba005fa3c24cefb1cf3cc4fd7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.459460258483887, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.6881283521652222, "voiceclap": -0.09730951488018036, "fitness": 0.0, "legacy_fitness": 0.2114583969116211, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06313908100128174, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3804642608440964, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06313908100128174, "normalized": 0.3487594454068433, "contribution": 0.13950377816273732 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.415771961212158, "normalized": 0.4925981785452442, "contribution": 0.14777945356357325 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4b2eb894fda03cc9ec55590ed10bd21fc92e03a7c065fc80b05bdeb682725330", "id": "3bc8724b7b8a8c0fc6c9162acc29", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.38003396987915, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": 0.5998572111129761, "voiceclap": -0.16612638533115387, "fitness": 0.0, "legacy_fitness": 0.21246361255645752, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.13539938628673553, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43893050005959233, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.13539938628673553, "normalized": 0.3982758071611637, "contribution": 0.15931032286446548 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06845101714134216, "normalized": 0.3394141598017219, "contribution": 0.10182424794051657 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.70070481300354, "normalized": 0.5926530975153677, "contribution": 0.1777959292546103 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "17bd40ff8c7329a626567e47f9adef465ab475b310fad36144faa11e55d98232", "id": "3bd1a81da209065be16668625ca7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.332377910614014, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.5575100183486938, "voiceclap": -0.24236811697483063, "fitness": 0.0, "legacy_fitness": 0.20829694747924804, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3907874822616577, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.855061006852826, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3907874822616577, "normalized": 0.9780804042254425, "contribution": 0.39123216169017705 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.411414384841919, "normalized": 0.9625641936206464, "contribution": 0.2887692580861939 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6743016242980957, "normalized": 0.5835319569215169, "contribution": 0.17505958707645508 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2c5710cf0736126d88fa9151824297164b32c3fa2c64563b2f5a3ecd4f1d4561", "id": "3be1397bda833107c2dc808396b6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.149696350097656, "genuineness": 4.293961524963379, "wer": 0.0, "identity": null, "voiceclap": -0.2767482399940491, "fitness": 0.0, "legacy_fitness": 0.1995944833755493, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14726302027702332, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39485334916407056, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14726302027702332, "normalized": 0.4065890318502372, "contribution": 0.1626356127400949 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.006321042776107788, "normalized": 0.3030581666478478, "contribution": 0.09091744999435433 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.354714870452881, "normalized": 0.47100095476540443, "contribution": 0.14130028642962134 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "30d18e16096704aac43be1c3fe4c6845fabfc60955b56276193de30ebd6b64bb", "id": "3c2b0f7e8d7e160b0e3ad6e3027e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.808597087860107, "wer": 0.0, "identity": 0.6479329466819763, "voiceclap": -0.17065158486366272, "fitness": 0.0, "legacy_fitness": 0.2135326337814331, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.29717618227005005, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4551045244644688, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.29717618227005005, "normalized": 0.5140224158686985, "contribution": 0.20560896634747938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3043507933616638, "normalized": 0.48865466695065135, "contribution": 0.1465964000851954 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9812219142913818, "normalized": 0.34299719343931345, "contribution": 0.10289915803179403 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3b9a4ad09335d49ac7d8447883dd865311d26d609da36c63916785bc1c7c1374", "id": "3c930588b9b9d0ae5163724fb740", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.419747352600098, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.7853697538375854, "voiceclap": -0.13956448435783386, "fitness": 0.0, "legacy_fitness": 0.20803848028182984, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04911842942237854, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4049081957015028, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04911842942237854, "normalized": 0.3394141713115657, "contribution": 0.1357656685246263 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.671001434326172, "normalized": 0.5823886098109083, "contribution": 0.1747165829432725 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cb77023d4de4b4d93ae3584436c91cf7c48225f918c16deb978fb3b42c880fce", "id": "3cd05f3865f25b012f3b4087b2f3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.17095324397087097, "fitness": 0.0, "legacy_fitness": 0.2185949631824753, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3710542619228363, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5366331895789991, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3710542619228363, "normalized": 0.5670801642603408, "contribution": 0.22683206570413633 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0747478008270264, "normalized": 0.7144411923563575, "contribution": 0.21433235770690726 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6fc256ced98e8403e7386bad3bbf53d14dd2c89fa9b89946ddec60b96826567f", "id": "3cd582d647494a8e9bfd857773f4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.356721878051758, "wer": 0.03125, "identity": 0.6664794087409973, "voiceclap": -0.11435731500387192, "fitness": 0.0, "legacy_fitness": 0.19833964362740517, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3931637704372406, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5363690739028494, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3931637704372406, "normalized": 0.5827697828622632, "contribution": 0.2331079131449053 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0439441204071045, "normalized": 0.705078109160333, "contribution": 0.2115234327480999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7ddb6b78c58cc4129e876b8fdfb2250d1d02c692704094eadfebdc3f8bedbbe4", "id": "3d292bee12e20a6813a6d40ab3ed", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.419482707977295, "wer": 0.030303030303030304, "identity": 0.558132529258728, "voiceclap": -0.15751497447490692, "fitness": 0.0, "legacy_fitness": 0.26727374019091094, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.44385385513305664, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5571244015294103, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.44385385513305664, "normalized": 0.6182093599799441, "contribution": 0.24728374399197764 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0659468173980713, "normalized": 0.7117805214684402, "contribution": 0.21353415644053206 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "88e51861bc99510f4137f889c135835723ae9463c73f89aebb63e1e9e85cff1d", "id": "3e5803baae2265f62faa79b6cc43", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.256305694580078, "wer": 0.0, "identity": 0.6546927094459534, "voiceclap": 0.007603392004966736, "fitness": 0.0, "legacy_fitness": 0.2029421329498291, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.817018985748291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5731202355578601, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.817018985748291, "normalized": 0.8356070948923122, "contribution": 0.3342428379569249 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.344813823699951, "normalized": 0.4675050889453873, "contribution": 0.14025152668361618 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "df62ecbe62b6f2c91a35ffc102029ea74452700a89064f59b651b8ace879b538", "id": "3eaeb54fd151ca41dc690272bc24", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.6910183429718018, "voiceclap": -0.0909786969423294, "fitness": 0.0, "legacy_fitness": 0.2003880834579468, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6595562696456909, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.538664608720676, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6595562696456909, "normalized": 0.7553448744907474, "contribution": 0.302137949796299 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.134165421128273, "normalized": 0.37955845967509755, "contribution": 0.11386753790252926 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.17704439163208, "normalized": 0.4088637367394926, "contribution": 0.12265912102184778 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "84e5a9c1ba9b02dbf485aca0cafdd343046ab1f3e5b8432f662647419270c7a4", "id": "3f12531ed457e715ed74a87ee438", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.443574905395508, "genuineness": 4.545003414154053, "wer": 0.030303030303030304, "identity": 0.3882666826248169, "voiceclap": -0.14595292508602142, "fitness": 0.0, "legacy_fitness": 0.21887744268867326, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11706468462944031, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.449312122445653, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11706468462944031, "normalized": 0.3855196856802955, "contribution": 0.1542078742721182 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8987274169921875, "normalized": 0.6591543062832207, "contribution": 0.1977462918849662 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b1fae8789fb90e4557cd508e13e76415e1e2fd4af830b722adbe0bcecc6a0d46", "id": "3f439d4de398c97844bc86233c82", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.2374773025512695, "wer": 0.0, "identity": null, "voiceclap": -0.2109663188457489, "fitness": 0.0, "legacy_fitness": 0.2013049354027484, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09872998297214508, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45306419280372134, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09872998297214508, "normalized": 0.37288621703796865, "contribution": 0.14915448681518748 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.024243175983428955, "normalized": 0.3133672785495304, "contribution": 0.09401018356485911 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0263421535491943, "normalized": 0.6996650747455826, "contribution": 0.20989952242367477 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "33fc1a69f93f0a9ca36f5c4c77da0f137967ecffe5a4d9f9d4dd9ccd5f446a79", "id": "3f70842308a5e3ed217c415b5720", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.125868320465088, "genuineness": 4.65797233581543, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.1333228349685669, "fitness": 0.0, "legacy_fitness": 0.20139275542894997, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9119280576705933, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6202925456719107, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9119280576705933, "normalized": 0.8746059963262365, "contribution": 0.3498423985304946 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20645126700401306, "normalized": 0.4252515440837709, "contribution": 0.12757546322513127 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3695666790008545, "normalized": 0.47624894638761617, "contribution": 0.14287468391628486 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a4fc3b8117da8d1514d79c2d4d278fae073e0805e54a61360fa2a5ffb77a9d6b", "id": "3f8cf801326cb703f05fae04d638", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.174716949462891, "wer": 0.03225806451612903, "identity": null, "voiceclap": 0.01906633749604225, "fitness": 0.0, "legacy_fitness": 0.19850058227754463, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.0717671811580658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44397678032116206, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.0717671811580658, "normalized": 0.35455678120620276, "contribution": 0.1418227124824811 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08039909601211548, "normalized": 0.3465944261259081, "contribution": 0.10397832783777242 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.903127908706665, "normalized": 0.6605858000030286, "contribution": 0.19817574000090857 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0bcc532e0d9b2a7cdcc576237dab20a25815e637ec9af1fa4145622c4c55cdac", "id": "402ed9b0c3986ca00e08b6ce111a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.13332808017730713, "fitness": 0.0, "legacy_fitness": 0.2304715021174183, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4406183063983917, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5652289947574344, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4406183063983917, "normalized": 0.6159732243567126, "contribution": 0.24638928974268506 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15447714924812317, "normalized": 0.3922584637656805, "contribution": 0.11767753912970415 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.933931589126587, "normalized": 0.6705405529501507, "contribution": 0.2011621658850452 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "09b100b9297d2500037acd0ae2168e3ad77ca2b150ec454aaf7111e3c83eed6c", "id": "4038a229a28ceb7baa4d69e0d248", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.5956774353981018, "voiceclap": -0.08363702893257141, "fitness": 0.0, "legacy_fitness": 0.20828523397445678, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6410022974014282, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.867382155579383, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6410022974014282, "normalized": 0.9932207075094988, "contribution": 0.39728828300379954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.0805063247680664, "normalized": 0.9979798615749583, "contribution": 0.2993939584724875 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6324968338012695, "normalized": 0.5689997136769868, "contribution": 0.170699914103096 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bc28bed6ff3c91a59ad4665d8576393225f8ab4cdbf939ccc286094c7ca7bef5", "id": "40d233584703b6b0200682ae0668", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.13078498840332, "wer": 0.0, "identity": 0.692205548286438, "voiceclap": -0.0891670510172844, "fitness": 0.0, "legacy_fitness": 0.19754045248031615, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1661369800567627, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4835817403327969, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1661369800567627, "normalized": 0.4199003397364949, "contribution": 0.16796013589459796 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.01996469497680664, "normalized": 0.28821950893731885, "contribution": 0.08646585268119565 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2463674545288086, "normalized": 0.7638525058566775, "contribution": 0.22915575175700326 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8588940bbda54b83b77ab0597ff71af6cf3599647eca30da6d55066281c7ae92", "id": "40e108ea449a38edfe25ba4b75f1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.636297881603241, "voiceclap": -0.06694328784942627, "fitness": 0.0, "legacy_fitness": 0.2046185564994812, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2915643453598022, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7406318323126295, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2915643453598022, "normalized": 0.966816554367927, "contribution": 0.3867266217471708 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4071788787841797, "normalized": 0.5555311143591735, "contribution": 0.16665933430775204 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7931153774261475, "normalized": 0.6241529208590221, "contribution": 0.1872458762577066 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "01dedbf674b45f3e692ccefbc9f7268b2a74363860b03cf39ddc3dafac8cf5b4", "id": "4114bc5630d5a35d0851e0056440", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.23706579208374, "genuineness": 4.595211505889893, "wer": 0.0, "identity": null, "voiceclap": -0.04331070929765701, "fitness": 0.0, "legacy_fitness": 0.21177569513898548, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.19903159141540527, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49817723493659416, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.19903159141540527, "normalized": 0.4433116816753785, "contribution": 0.1773246726701514 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20346423983573914, "normalized": 0.42333875945928795, "contribution": 0.12700162783778637 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8591229915618896, "normalized": 0.6461697814288547, "contribution": 0.19385093442865642 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8b38101e69398804f573a760ee53f02988675cd5d64cff91372af62e33927f23", "id": "41330ca6663afc310387a9c8b975", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 5.982900142669678, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.34391894936561584, "voiceclap": -0.1776561141014099, "fitness": 0.0, "legacy_fitness": 0.20493759632110597, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.119002342224121, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7050441085897579, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.119002342224121, "normalized": 0.9361753481030909, "contribution": 0.3744701392412364 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.35580217838287354, "normalized": 0.5221952907744454, "contribution": 0.1566585872323336 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6633005142211914, "normalized": 0.5797179403872929, "contribution": 0.17391538211618784 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8a9c56483faee59f3652ff96c662beb780f0145e26200be421c34f5ae3fc8cd2", "id": "42504020d33ad1daff70185b2d94", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.04, "cfg": 2, "generation": null, "ce": 6.41180419921875, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.26095518469810486, "fitness": 0.0, "legacy_fitness": 0.21168495178222657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.021077096462249756, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3479081529818428, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.021077096462249756, "normalized": 0.32102166835093116, "contribution": 0.12840866734037246 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.178144693374634, "normalized": 0.4092432213017715, "contribution": 0.12277296639053144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cd3e043501ef5adf2dfc77b44a23277bace7131c35652254030ef3eaa86c467a", "id": "42b48f225dbfe8fe35350f768a3f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.8, "cfg": 2.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.7093758583068848, "voiceclap": -0.16273365914821625, "fitness": 0.0, "legacy_fitness": 0.2075502061843872, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.9602417945861816, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8763600264613367, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.9602417945861816, "normalized": 0.9988438308419114, "contribution": 0.3995375323367646 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.4974404573440552, "normalized": 0.9726892531992843, "contribution": 0.29180677595978527 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7711129188537598, "normalized": 0.6167190605492896, "contribution": 0.18501571816478687 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "16b5a7b94ffde998ea5600f21b0fe560317a230c61d9e097105eee25f17fa0cd", "id": "4307353e2195d9f4c837d62f3bad", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": null, "voiceclap": -0.2343887984752655, "fitness": 0.0, "legacy_fitness": 0.21248379945755003, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6323741674423218, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.869408446889463, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6323741674423218, "normalized": 0.9929189459157584, "contribution": 0.39716757836630334 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.4353104829788208, "normalized": 0.9656442825491526, "contribution": 0.28969328476474576 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7469100952148438, "normalized": 0.6084919458613794, "contribution": 0.18254758375841382 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c98320153dd80a2eeaa807bf89d89a3e7931e63cb4aa9a0847657fc5fb38a8d7", "id": "433de1a89c5f36d7c86ea04480e2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.400654315948486, "wer": 0.0, "identity": 0.7031640410423279, "voiceclap": -0.015231780707836151, "fitness": 0.0, "legacy_fitness": 0.2061934208869934, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6271461583514666, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13177581131458282, "normalized": 0.378072558078535, "contribution": 0.1134217674235605 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.370391845703125, "normalized": 0.47654065417735614, "contribution": 0.14296219625320683 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "209bea8ee92a2eed38be2b7e2ef7d68653a1c46dfe07f75c2474196520359950", "id": "43aab0947042e6dc1450261ad03b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": 0.6339885592460632, "voiceclap": -0.07610452175140381, "fitness": 0.0, "legacy_fitness": 0.21154239177703857, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.9516136646270752, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8620572413158677, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.9516136646270752, "normalized": 0.9987822822979207, "contribution": 0.3995129129191683 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.5010786056518555, "normalized": 0.9998163300969048, "contribution": 0.29994489902907145 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.555488109588623, "normalized": 0.5419980978920933, "contribution": 0.16259942936762797 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b2d8954c0e4de7409d0a708c527aa0736575b8b6619373834c4f96a1eff3813e", "id": "43d1d4422b94769f40dd293e8cb6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.883909225463867, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.19666431844234467, "fitness": 0.0, "legacy_fitness": 0.20183279037475588, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6789695024490356, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5612464396093211, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6789695024490356, "normalized": 0.7662530179830478, "contribution": 0.30650120719321916 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29889947175979614, "normalized": 0.485101565428011, "contribution": 0.1455304696284033 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.045029401779175, "normalized": 0.36404920929232887, "contribution": 0.10921476278769866 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "317b53d42a6a8d7043bf038bf33c2776dfbf3f89d4ecf75340642e46d35b36a4", "id": "441ec131858fcebcbac0de48c20a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": 0.03288823738694191, "fitness": 0.0, "legacy_fitness": 0.20972662210464477, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.08147378265857697, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41377795118380445, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.08147378265857697, "normalized": 0.36111922416349695, "contribution": 0.14444768966539878 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.029022395610809326, "normalized": 0.3161416304100698, "contribution": 0.09484248912302094 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6688010692596436, "normalized": 0.5816259079846158, "contribution": 0.17448777239538474 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ca49bd1202f08b2283e4cad923ae6d781df7bc84135b0f83ea8e35d10a401b4d", "id": "443bd3b3aa1cfed3badaa964dd5d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.55477237701416, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.24513444304466248, "fitness": 0.0, "legacy_fitness": 0.21351567983627318, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4913083612918854, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47341299455468433, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4913083612918854, "normalized": 0.6505177800598911, "contribution": 0.26020711202395647 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11265890300273895, "normalized": 0.36625188390122715, "contribution": 0.10987556517036814 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9856224060058594, "normalized": 0.344434391201199, "contribution": 0.1033303173603597 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7ab735d0ca19592f417131b9a49c08b29cc8548c2d6888cb915ebcd2e7ec0376", "id": "44af1433022b9fce534f8cd404aa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.300607204437256, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.5425912141799927, "voiceclap": -0.20208916068077087, "fitness": 0.0, "legacy_fitness": 0.20907560110092163, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.666027307510376, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5563680382730163, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.666027307510376, "normalized": 0.7590110669308782, "contribution": 0.3036044267723513 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05769777297973633, "normalized": 0.3330013183740389, "contribution": 0.09990039551221166 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.463627338409424, "normalized": 0.5095440532948446, "contribution": 0.1528632159884534 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1600fcca00a2438b5db0c3c15212bab3cd2ba8e350f5efaa961b6dfaa9f869dc", "id": "44e78fa07539c7b4a797aa1aaecf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.403861999511719, "genuineness": 4.3504462242126465, "wer": 0.0, "identity": 0.6745609641075134, "voiceclap": -0.06679785996675491, "fitness": 0.0, "legacy_fitness": 0.20481908559799195, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2952888011932373, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45660451061769003, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2952888011932373, "normalized": 0.5126596176410859, "contribution": 0.20506384705643438 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4839797019958496, "normalized": 0.5167475031342208, "contribution": 0.15502425094026623 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "71f0d6ddd6089eba3baa229e828c3f85e01b55b88610c9cf58c249dce0fadf26", "id": "458e4110ecf5a542f04b0918d551", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 2, "generation": null, "ce": 6.483288764953613, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.6749992966651917, "voiceclap": -0.05090457946062088, "fitness": 0.0, "legacy_fitness": 0.20899160146713255, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7048537731170654, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.579576379098515, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7048537731170654, "normalized": 0.7803682589859186, "contribution": 0.31214730359436743 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.187334343791008, "normalized": 0.4130420541416109, "contribution": 0.12391261624248326 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.375617265701294, "normalized": 0.47838819753888107, "contribution": 0.14351645926166431 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "34d526cee5c8ebd5126571cae2ff67ce688c43f5894804240b2c924b0817a3dc", "id": "45dcf2d106d7c1df143c54c3d4e2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.5936050415039062, "voiceclap": -0.1881883144378662, "fitness": 0.0, "legacy_fitness": 0.2060970973968506, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0629197359085083, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6477699803360147, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0629197359085083, "normalized": 0.9224687241411806, "contribution": 0.36898748965647227 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2369188517332077, "normalized": 0.44485472281712446, "contribution": 0.13345641684513734 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.392669200897217, "normalized": 0.4844202461146838, "contribution": 0.14532607383440513 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ac6bf3a238ba2cbef6a8848b21c5ef11dc3de46a770d7706f2c2baa3df0e9196", "id": "460e8846f1cebd3a6175ac9b46a0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.593485414981842, "voiceclap": -0.0954418033361435, "fitness": 0.0, "legacy_fitness": 0.20616737842559812, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0629197359085083, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6195593673740978, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0629197359085083, "normalized": 0.9224687241411806, "contribution": 0.36898748965647227 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12699659168720245, "normalized": 0.3751061795480426, "contribution": 0.11253185386441278 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.323911428451538, "normalized": 0.4601334128440423, "contribution": 0.13804002385321268 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b19ba321bbbdb077128aa8408301e24913f0575e11ecef038743e7df520c5e30", "id": "460fd6cf11411f465f1e90f7a50e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.5179497003555298, "voiceclap": -0.15082716941833496, "fitness": 0.0, "legacy_fitness": 0.20757039308547973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5547212362289429, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8528589592578371, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5547212362289429, "normalized": 0.9896249265992539, "contribution": 0.3958499706397016 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7172850370407104, "normalized": 0.9887331722912216, "contribution": 0.2966199516873665 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.53458571434021, "normalized": 0.5346301231025633, "contribution": 0.16038903693076897 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b25965ccfc76d4bc9551ca9a75312a6316aae7e55d9772d4e704df1446bdf2ef", "id": "461a35395f2db626f89145ca0352", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.125868320465088, "genuineness": 4.306513786315918, "wer": 0.0, "identity": null, "voiceclap": -0.026553571224212646, "fitness": 0.0, "legacy_fitness": 0.25598858577227235, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6336719989776611, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6124147647008059, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6336719989776611, "normalized": 0.740384524563362, "contribution": 0.29615380982534484 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.118752956390381, "normalized": 0.7275662520019373, "contribution": 0.21826987560058117 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "25e0abfbfbf6234d2614b5879bb7c310e3081b84439fceb868c0dfda0131a1d2", "id": "4641a1d1834a19b48b228f99e772", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.300237655639648, "wer": 0.0, "identity": null, "voiceclap": -0.13866594433784485, "fitness": 0.0, "legacy_fitness": 0.20404043197631835, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.29960283637046814, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49626571901930266, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.29960283637046814, "normalized": 0.5157743575539352, "contribution": 0.2063097430215741 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.861323118209839, "normalized": 0.6468957528286187, "contribution": 0.1940687258485856 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8ea76283dbe8e846e34ba43bb7aeae8ffff36b15a8070c5b792e19f76cfc594a", "id": "46be2e278290797f91c117cca988", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.65797233581543, "wer": 0.0, "identity": 0.6658458113670349, "voiceclap": -0.027292197570204735, "fitness": 0.18401844113658336, "legacy_fitness": 0.3680368822731667, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7523082494735718, "bursts": [ { "label": "Sharp Inhale", "prob": 0.49754562973976135, "labels": [ [ "Sharp Inhale", 0.49754562973976135 ], [ "no_burst", 0.35688188672065735 ], [ "Exasperated Sigh", 0.04919445514678955 ] ], "family": "breath", "no_burst_prob": 0.35688188672065735, "start": 4.32, "end": 4.56, "dur": 0.23999999999999932, "locator_confidence": 0.592 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0.31491321391661947, "matched": { "label": "Sharp Inhale", "prob": 0.49754562973976135, "labels": [ [ "Sharp Inhale", 0.49754562973976135 ], [ "no_burst", 0.35688188672065735 ], [ "Exasperated Sigh", 0.04919445514678955 ] ], "family": "breath", "no_burst_prob": 0.35688188672065735, "start": 4.32, "end": 4.56, "dur": 0.23999999999999932, "locator_confidence": 0.592 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.590769752244618, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7523082494735718, "normalized": 0.8049331543077862, "contribution": 0.3219732617231145 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.37641260027885437, "normalized": 0.5356002970848553, "contribution": 0.1606800891254566 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0340280532836914, "normalized": 0.3603880046534898, "contribution": 0.10811640139604693 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "748fb86925103ced84112b968503579b8d2751d7694cde9d1fafde00169e443a", "id": "46d76158a7a3cc0e99a4895a9bbd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.218649387359619, "wer": 0.0, "identity": 0.6454427242279053, "voiceclap": -0.06507231295108795, "fitness": 0.0, "legacy_fitness": 0.20223900556564328, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5268992781639099, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5259648318363732, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5268992781639099, "normalized": 0.674067170189611, "contribution": 0.2696268680758444 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11026927828788757, "normalized": 0.3647829146040352, "contribution": 0.10943487438121056 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4075210094451904, "normalized": 0.4896769645977275, "contribution": 0.14690308937931826 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3c2202d530f6287e43dcfd6917b5baebf382cde68ce3ed85a8db5bc0b28dd41c", "id": "4701a72d73fca683b0464357d9a9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.231201171875, "wer": 0.0, "identity": 0.6787598133087158, "voiceclap": -0.0918852835893631, "fitness": 0.0, "legacy_fitness": 0.20207623958587645, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.23300473392009735, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5012070647244813, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.23300473392009735, "normalized": 0.46769923412004055, "contribution": 0.18707969364801624 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1231532096862793, "normalized": 0.7288620163616988, "contribution": 0.21865860490850964 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cc8727dfa648108d044e59966ddbae86b3ab92fc294d27c605d684546df13fbd", "id": "472e5f7f794a12bb04a7b9056af9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": 0.5462408065795898, "voiceclap": -0.11795927584171295, "fitness": 0.0, "legacy_fitness": 0.21082755088806152, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6237460374832153, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8622903975004267, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6237460374832153, "normalized": 0.9926053934410382, "contribution": 0.3970421573764153 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.243000030517578, "normalized": 0.9991570604794922, "contribution": 0.29974711814384764 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.582991123199463, "normalized": 0.5516704066005458, "contribution": 0.16550112198016373 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "404d9740caaf915cc9adc5cd3eaed6b7133b51622345706abc317fe5ac2aafed", "id": "47e04bc25d890472a7d7e3b983b0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.23001767694950104, "fitness": 0.0, "legacy_fitness": 0.21118834801573214, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.059903547167778015, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4280488809002016, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.059903547167778015, "normalized": 0.34659443192645323, "contribution": 0.13863777277058129 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8283193111419678, "normalized": 0.6359507907076711, "contribution": 0.19078523721230134 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4363c9a22ba1655e4c97cdcf390d6bf42f970d53286cb090503947d36d488b81", "id": "483e77bc8b58525465cea7912a94", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.243753433227539, "wer": 0.03333333333333333, "identity": 0.6615923643112183, "voiceclap": -0.005429498851299286, "fitness": 0.0, "legacy_fitness": 0.1950678671995799, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9636965990066528, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6323627303350248, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9636965990066528, "normalized": 0.8929162891767135, "contribution": 0.3571665156706854 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.003237396478652954, "normalized": 0.2976227785857784, "contribution": 0.08928683357573351 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.779913902282715, "normalized": 0.6196979369620196, "contribution": 0.18590938108860586 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "842fa34246f8452d36d7378b69216409c6eb144f420e27bcf38c2bbc8e17b516", "id": "484f07509a9d04662550f333a700", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.157639026641846, "genuineness": 4.381826400756836, "wer": 0.0, "identity": null, "voiceclap": -0.1872001439332962, "fitness": 0.0, "legacy_fitness": 0.20191024541854857, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06637461483478546, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4302226593408484, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06637461483478546, "normalized": 0.3509293950341309, "contribution": 0.14037175801365237 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8327198028564453, "normalized": 0.6374167680329237, "contribution": 0.1912250304098771 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "869da0d7a93ef415c581ad60deb1570debcf793680f96b9b1696d999335cccf6", "id": "48578c7dc248468bf672710fb4ef", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.250029563903809, "wer": 0.0, "identity": 0.5570473670959473, "voiceclap": 0.06251130998134613, "fitness": 0.0, "legacy_fitness": 0.20259166396723854, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.28908735513687134, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4671881769549302, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.28908735513687134, "normalized": 0.508180859538354, "contribution": 0.20327234381534162 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.006321042776107788, "normalized": 0.3030581666478478, "contribution": 0.09091744999435433 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6544995307922363, "normalized": 0.5766612771507809, "contribution": 0.17299838314523425 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6dcf8240d7b4fe6971879b3c189c62bb0c80a5f4c62fff04b50a46aeb4f2bbeb", "id": "48a8a20c31fe0e2d34797bac8f94", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.256305694580078, "wer": 0.0, "identity": 0.6579848527908325, "voiceclap": 0.009836746379733086, "fitness": 0.0, "legacy_fitness": 0.20210815191268922, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.0378947257995605, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7510632401817996, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.0378947257995605, "normalized": 0.9992824580449322, "contribution": 0.3997129832179729 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.19749021530151367, "normalized": 0.41951866830813367, "contribution": 0.1258556004924401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.202362537384033, "normalized": 0.7516488549046221, "contribution": 0.2254946564713866 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c1885db13bce370b58aadb2b3134a49681d1dc5b05c1d6cbbc597d055a861259", "id": "496e7780a0f9696543851ebf420d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.252951145172119, "genuineness": 4.494794845581055, "wer": 0.0, "identity": 0.3881663680076599, "voiceclap": -0.11885368824005127, "fitness": 0.0, "legacy_fitness": 0.20616413831710817, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.0206384658813477, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9148146985268091, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.0206384658813477, "normalized": 0.9992009409374593, "contribution": 0.3996803763749837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7650773525238037, "normalized": 0.9908471285208775, "contribution": 0.29725413855626326 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.114352226257324, "normalized": 0.7262672786518737, "contribution": 0.2178801835955621 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fddec6d5e36b32742e4d3b5bab502dcb5b86967f1df8319fa32ab3a30adf6544", "id": "499648eab7e5230c576c70fc9889", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.340320587158203, "genuineness": 4.8588056564331055, "wer": 0.0, "identity": null, "voiceclap": -0.34064599871635437, "fitness": 0.0, "legacy_fitness": 0.2165749502182007, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7393661737442017, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6652465159230498, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7393661737442017, "normalized": 0.79840498572231, "contribution": 0.31936199428892403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5475687384605408, "normalized": 0.6439885494775387, "contribution": 0.19319656484326161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.461977243423462, "normalized": 0.5089598559695473, "contribution": 0.1526879567908642 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ad8cc282588deafaf3a021cca150b68523e13ac148a1b9dc232a9b873b320972", "id": "49bfec99a1d2c9e7b2a4d1792f85", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.09409761428833, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.450508713722229, "voiceclap": -0.2619088590145111, "fitness": 0.0, "legacy_fitness": 0.20660555839538575, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.30661317706108093, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4509151583321608, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.30661317706108093, "normalized": 0.5208336974718638, "contribution": 0.20833347898874555 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06964585185050964, "normalized": 0.3401296373838404, "contribution": 0.10203889121515211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.347564220428467, "normalized": 0.4684759604275437, "contribution": 0.1405427881282631 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4d90515cce5d6612634bd7ff603c9b21735e9020fc393ba8e362bbdbf1db8af2", "id": "49ce1c21a958589a49f3d1735b26", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 6.133810997009277, "genuineness": 4.444586753845215, "wer": 0.03333333333333333, "identity": 0.6836410760879517, "voiceclap": -0.07193096727132797, "fitness": 0.0, "legacy_fitness": 0.19635110600789388, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5115808248519897, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7947474220460709, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5115808248519897, "normalized": 0.9872707987109881, "contribution": 0.39490831948439525 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.39881521463394165, "normalized": 0.5501247510229658, "contribution": 0.16503742530688972 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.3167755603790283, "normalized": 0.782672257515953, "contribution": 0.2348016772547859 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e7782b719e1bac5f7235c25268977039b4a2ac64093dadb707c7973f903d4233", "id": "49f952c0f9d37c660e7449efa8a8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.395919322967529, "genuineness": 4.444586753845215, "wer": 0.0, "identity": null, "voiceclap": -0.19858768582344055, "fitness": 0.0, "legacy_fitness": 0.20705345869064332, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3821593523025513, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6413277963271372, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3821593523025513, "normalized": 0.9772498709657313, "contribution": 0.39089994838629255 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13774985074996948, "normalized": 0.38179065410538643, "contribution": 0.11453719623161593 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3035590648651123, "normalized": 0.4529688390307625, "contribution": 0.13589065170922876 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5465b9fd9f44ed00bca03083436814e383a12fd08740ddfcf1b43a6205dbbcdc", "id": "4a7b636d3e1f796f602594f5bb65", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.38003396987915, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.15745124220848083, "fitness": 0.0, "legacy_fitness": 0.2071289849281311, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6875975728034973, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6137039722048996, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6875975728034973, "normalized": 0.7710131366534348, "contribution": 0.308405254661374 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06606140732765198, "normalized": 0.3379849777062144, "contribution": 0.10139549331186432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9625349044799805, "normalized": 0.6796774141055378, "contribution": 0.20390322423166135 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "881f51accc296fc75f5509ce7ad7a7a07cafef77208d3aaa14a977a2c8f295c3", "id": "4a9245e30fda2803254aab58667b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.5566569566726685, "voiceclap": -0.02846863493323326, "fitness": 0.0, "legacy_fitness": 0.20827676057815553, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05666801333427429, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42544816599771473, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05666801333427429, "normalized": 0.3444344175235011, "contribution": 0.13777376700940044 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.863523483276367, "normalized": 0.6476212685529261, "contribution": 0.19428638056587783 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5eb0b06d046fc920c445a0bf8e213570e17ad4014cd45b37662c16c4d3256bee", "id": "4ad7c5d0383eed0b559bdad2bc7e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.260893821716309, "genuineness": 4.432034492492676, "wer": 0.030303030303030304, "identity": 0.541314959526062, "voiceclap": -0.21083158254623413, "fitness": 0.0, "legacy_fitness": 0.19947491731574443, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15750887989997864, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39799533402749876, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15750887989997864, "normalized": 0.4138028170534392, "contribution": 0.16552112682137568 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0911523699760437, "normalized": 0.353104221629384, "contribution": 0.10593126648881519 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2144486904144287, "normalized": 0.4218098023910262, "contribution": 0.12654294071730787 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "eb88cbe8360174dbb3e4117163bb241a82ee6a49f70cc94ca8b141cdb01663cd", "id": "4addb444f9f806a22f4553f097bc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.427689552307129, "genuineness": 4.607763767242432, "wer": 0.034482758620689655, "identity": 0.6062760949134827, "voiceclap": -0.06303799897432327, "fitness": 0.0, "legacy_fitness": 0.2043125603116792, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5624901652336121, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5505256709481692, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5624901652336121, "normalized": 0.6969418293274853, "contribution": 0.2787767317309941 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2754513919353485, "normalized": 0.4698354197966589, "contribution": 0.14095062593899765 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2551534175872803, "normalized": 0.4359943775939249, "contribution": 0.13079831327817745 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "21676a59016a1fa1e28ce67b66eafc2aebc240a8bf3b6411ef372af9d1590bbb", "id": "4ae7c9d7a78ae215901fea7a08d0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.3127899169921875, "wer": 0.0, "identity": 0.6448290944099426, "voiceclap": -0.023101359605789185, "fitness": 0.0, "legacy_fitness": 0.2048307991027832, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.22707290947437286, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4878127671982168, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.22707290947437286, "normalized": 0.46342971113940645, "contribution": 0.18537188445576258 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.006321042776107788, "normalized": 0.3030581666478478, "contribution": 0.09091744999435433 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0439441204071045, "normalized": 0.705078109160333, "contribution": 0.2115234327480999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "70dec5367b9df7a3f51e165ddb118f1fca747473917e5df0ff712c452f75d4e0", "id": "4b0b9a0900f5ab3b68306f1b4f86", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.459460258483887, "genuineness": 4.519899368286133, "wer": 0.0, "identity": 0.6481323838233948, "voiceclap": -0.10738439857959747, "fitness": 0.0, "legacy_fitness": 0.2098893880844116, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.35541585087776184, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5003429683376533, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.35541585087776184, "normalized": 0.5559169039908742, "contribution": 0.22236676159634972 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1198277473449707, "normalized": 0.3706704695004933, "contribution": 0.111201140850148 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.595092535018921, "normalized": 0.5559168863038523, "contribution": 0.16677506589115568 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "89c3b572466790cd8a5695e503195aedde112c38e5fba80943a5e9c1cdc92e54", "id": "4b247075178456ebd1afa0aed91d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.6398484110832214, "voiceclap": -0.04083657264709473, "fitness": 0.0, "legacy_fitness": 0.20498770236968994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1146882772445679, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6504713436127348, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1146882772445679, "normalized": 0.9351928862698238, "contribution": 0.37407715450792955 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14372389018535614, "normalized": 0.38551968733265196, "contribution": 0.11565590619979559 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.537885904312134, "normalized": 0.5357942763500322, "contribution": 0.16073828290500966 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c567bf25e2e1d0d9b99164fbe311574e1d9ad0880565494d393156a8d8e7989e", "id": "4b4fa855d20bf338b0e9a4c597c3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.213237762451172, "genuineness": 4.808597087860107, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.2811742424964905, "fitness": 0.0, "legacy_fitness": 0.1991859273910522, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4783662259578705, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49754985525935413, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4783662259578705, "normalized": 0.6418026039925122, "contribution": 0.2567210415970049 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29695791006088257, "normalized": 0.4838363513889798, "contribution": 0.14515090541669393 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9064133167266846, "normalized": 0.3189263608188512, "contribution": 0.09567790824565535 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b06ab7008308c7a3b925934dab0044045a8255aeb3621cd1b059c68dc04382b5", "id": "4b8198965538f42f1c311597659d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.09409761428833, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.06880942732095718, "fitness": 0.0, "legacy_fitness": 0.20597795724868773, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5797463655471802, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5752640191916832, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5797463655471802, "normalized": 0.707767700844296, "contribution": 0.2831070803377184 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12341216206550598, "normalized": 0.3728862132697386, "contribution": 0.11186586398092158 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.724907398223877, "normalized": 0.6009702495768108, "contribution": 0.18029107487304322 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "24462fd01192093f24fb67ae6923526d441f25cf2ffe798bab9a290738d76faa", "id": "4ba35948a56f6d0bc4e12c35a3d8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.010589523240923882, "fitness": 0.0, "legacy_fitness": 0.20587377071380614, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4166717529296875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7217493684229924, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4166717529296875, "normalized": 0.9804199250713717, "contribution": 0.3921679700285487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2643994092941284, "normalized": 0.46265387060714125, "contribution": 0.13879616118214236 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8283193111419678, "normalized": 0.6359507907076711, "contribution": 0.19078523721230134 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ff7290f47b6184dfae1132794e57b7fa8420b6f76370e90371cfe08fd42b5ab8", "id": "4bf8663c46b10d90557c7ad80bc1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 5.454712867736816, "genuineness": 4.319066047668457, "wer": 0.0, "identity": null, "voiceclap": 0.07703003287315369, "fitness": 0.0, "legacy_fitness": 0.18979734420776367, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8644735813140869, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8202992507756369, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8644735813140869, "normalized": 0.8559956393641556, "contribution": 0.34239825574566224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.0900650024414062, "normalized": 0.9980776183252053, "contribution": 0.2994232854975616 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.707305431365967, "normalized": 0.594925698441377, "contribution": 0.1784777095324131 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f4203a8701a3c01c9d37772fac308f1005491ba127459adc1783a824acd9a03e", "id": "4c0458cbfe2d9449c602e7d63210", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 1.25, "generation": null, "ce": 6.38003396987915, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.16183194518089294, "fitness": 0.0, "legacy_fitness": 0.20807038068771364, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7166884403060148, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.079148292541504, "normalized": 0.7157671293545922, "contribution": 0.21473013880637765 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b9c9dd83f045815df103807c839d92b9883359befd55778b31757c1fb0f9078e", "id": "4c2c441e08967ba8550a79b8e8bb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.7412742972373962, "voiceclap": -0.0031746067106723785, "fitness": 0.0, "legacy_fitness": 0.204066481590271, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1535147428512573, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6240866995778844, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1535147428512573, "normalized": 0.9436232509961736, "contribution": 0.37744930039846947 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15328234434127808, "normalized": 0.39150807324527376, "contribution": 0.11745242197358212 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2397518157958984, "normalized": 0.4306165906861095, "contribution": 0.12918497720583286 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5c4e9e25ca743762a1efe6f9fb7a95707003b965bf546bc4c49f0e6c57b79f53", "id": "4c4ce8e3f5c8a2f44bf626a17463", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.09694881737232208, "fitness": 0.0, "legacy_fitness": 0.2150729751586914, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9162421226501465, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6014918139500532, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9162421226501465, "normalized": 0.8762105460069646, "contribution": 0.3504842184027859 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.441074848175049, "normalized": 0.5015583592076313, "contribution": 0.15046750776228937 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6a062b5e4f9e3d9d5c62d5fe4d1f78504928b063de7507742a732108968477d1", "id": "4c69aee9925b3546d6c3f27f6d32", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.356205940246582, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.6534308791160583, "voiceclap": -0.17746256291866302, "fitness": 0.0, "legacy_fitness": 0.20488874912261962, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.0378947257995605, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8910685650567334, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.0378947257995605, "normalized": 0.9992824580449322, "contribution": 0.3997129832179729 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9287122488021851, "normalized": 0.8394469692105536, "contribution": 0.2518340907631661 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.378382682800293, "normalized": 0.7984049702519815, "contribution": 0.23952149107559445 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b2d5d070a4d9429c45ae43da13ae21c5cf3fee4dbac48180d16bb121270300fb", "id": "4c6c103b3e1d52022b8a5a4cdbc3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.324435234069824, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.5880309343338013, "voiceclap": -0.2608744502067566, "fitness": 0.0, "legacy_fitness": 0.21068822383880614, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5978617668151855, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8315593580240556, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5978617668151855, "normalized": 0.9915901401346024, "contribution": 0.396636056053841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.1867905855178833, "normalized": 0.9213282197677618, "contribution": 0.2763984659303285 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5169835090637207, "normalized": 0.5284161201329535, "contribution": 0.15852483603988604 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e8bfe0b4711e7849105400744669f54d4ee25e7037c83cfaa6b054e154b7d722", "id": "4c8404061bedbf4bbef3e14dd328", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.6077492237091064, "voiceclap": -0.21767550706863403, "fitness": 0.0, "legacy_fitness": 0.20044865131378176, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6919115781784058, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5785977183994573, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6919115781784058, "normalized": 0.7733726313706422, "contribution": 0.3093490525482569 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10429525375366211, "normalized": 0.3611192300496363, "contribution": 0.10833576901489089 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.539536237716675, "normalized": 0.5363763227876982, "contribution": 0.16091289683630947 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1df860e8b4ccd7e1eefb763b02e8df87b0932e007ca5bcdecaf79592bb1f7cdd", "id": "4c84e33f279a6ad8e012e9fcab9c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.229123115539551, "genuineness": 4.595211505889893, "wer": 0.0, "identity": null, "voiceclap": -0.10530883818864822, "fitness": 0.0, "legacy_fitness": 0.2387455409359615, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.38237863779067993, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5367657484587114, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.38237863779067993, "normalized": 0.5751311471225656, "contribution": 0.23005245884902625 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.056502968072891235, "normalized": 0.33229174315156174, "contribution": 0.09968752294546852 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9955387115478516, "normalized": 0.690085888880722, "contribution": 0.2070257666642166 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "73eec90d1e5208f3f4ecad05c6887698ac8c1fa2800efd62fb1640ab06c01bfb", "id": "4cafd6766a401d9e9b4be0ea146a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.435632705688477, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.7574668526649475, "voiceclap": 0.027711382135748863, "fitness": 0.0, "legacy_fitness": 0.20451114177703855, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2243766337633133, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4965382303971432, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2243766337633133, "normalized": 0.4614903864769731, "contribution": 0.18459615459078926 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1407554149627686, "normalized": 0.7340144926550323, "contribution": 0.2202043477965097 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "27f990e9fb7d0fe3afd18510dd2eebdda1caab6a87be75c42282264df2ce8420", "id": "4cb41330a7b73f5b184c33643aa8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.300607204437256, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.620120644569397, "voiceclap": -0.08180057257413864, "fitness": 0.0, "legacy_fitness": 0.2034271550178528, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.029266595840454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9412724994601364, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.029266595840454, "normalized": 0.9992427092760279, "contribution": 0.3996970837104112 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.099623203277588, "normalized": 0.9981710534506263, "contribution": 0.2994513160351879 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4135866165161133, "normalized": 0.807080332381791, "contribution": 0.2421240997145373 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d589081e5059fa51565a34a6ab7c009909eaf0a8eb360aee2a172cce650dfae0", "id": "4cda2182931938633cf0a9f198fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.13731975853443146, "fitness": 0.0, "legacy_fitness": 0.2076055383682251, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10627956688404083, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4222896759684086, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10627956688404083, "normalized": 0.37807256241071113, "contribution": 0.15122902496428448 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05769777297973633, "normalized": 0.3330013183740389, "contribution": 0.09990039551221166 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.636897325515747, "normalized": 0.5705341849730415, "contribution": 0.17116025549191247 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b7601c663a4d6ff6861129c6521fd9539fe511326bf7725589ca5b3995f5ceb3", "id": "4cdd5a3cbda6e68bbaa1691824be", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.494794845581055, "wer": 0.03125, "identity": 0.38730043172836304, "voiceclap": -0.03210814669728279, "fitness": 0.0, "legacy_fitness": 0.20283776849508287, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5085645914077759, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5584018202764979, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5085645914077759, "normalized": 0.6620150388646351, "contribution": 0.26480601554585403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8833258152008057, "normalized": 0.654126161473584, "contribution": 0.1962378484420752 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d08c0cb722082d8b3c0d23c92f02a792d6c22ae88aa8b0a98257877f29a1192b", "id": "4d0677e19dd7150e125ce2563a3d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.483288764953613, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.1016659289598465, "fitness": 0.0, "legacy_fitness": 0.2263362087031629, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09010188281536102, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4448741646917389, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09010188281536102, "normalized": 0.36698710009316415, "contribution": 0.14679484003726567 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05530816316604614, "normalized": 0.33158276858618174, "contribution": 0.09947483057585452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9075284004211426, "normalized": 0.6620149802620625, "contribution": 0.19860449407861874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7dd214536c67c66b477e0b1a463c19e412bb75a2940e01289e4b2f61e684e829", "id": "4e1a398a220decfc322288e8e465", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.137813538312912, "fitness": 0.0, "legacy_fitness": 0.2113275384902954, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.675514578819275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8375230017500922, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.675514578819275, "normalized": 0.9943171589748849, "contribution": 0.397726863589954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9717252850532532, "normalized": 0.8559956154718684, "contribution": 0.2567986846415605 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7513105869293213, "normalized": 0.6099915117285923, "contribution": 0.18299745351857769 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "664cb0665bf75ba6243ab27d0ca937adc74abe1d13f224bfb80e46c561d92198", "id": "4e3b4439437e0f392076a65d4e9a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.483288764953613, "genuineness": 4.394378662109375, "wer": 0.0, "identity": null, "voiceclap": -0.05536320433020592, "fitness": 0.0, "legacy_fitness": 0.20710879802703858, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3433328866958618, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6448168229320076, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3433328866958618, "normalized": 0.9731772149419995, "contribution": 0.3892708859767998 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08517833054065704, "normalized": 0.3494822162546737, "contribution": 0.10484466487640211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.443275213241577, "normalized": 0.5023375735960188, "contribution": 0.15070127207880565 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "13d572f78e356a528c5a04678433d79965cff8098cbfcad4171bd62ece0ce7e6", "id": "4e57c4764689c7d739bdc049382b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.0305562019348145, "genuineness": 4.519899368286133, "wer": 0.06666666666666667, "identity": 0.4277820587158203, "voiceclap": -0.11150263249874115, "fitness": 0.0, "legacy_fitness": 0.18989210542043047, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2441097497940063, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.697867469521858, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2441097497940063, "normalized": 0.9599408384797665, "contribution": 0.3839763353919066 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3117436468601227, "normalized": 0.49347461952211374, "contribution": 0.14804238585663412 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.586291551589966, "normalized": 0.5528291609110574, "contribution": 0.16584874827331722 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e2827cfdfec3b659497f7d5592b640cbb21fb3d9c9e220b16b30867874b3c257", "id": "4e68a7567bdf812ee29e41236d0f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.231201171875, "wer": 0.0, "identity": null, "voiceclap": -0.10703836381435394, "fitness": 0.0, "legacy_fitness": 0.20314849376678468, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8040769100189209, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5806705950548803, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8040769100189209, "normalized": 0.829736651837682, "contribution": 0.3318946607350728 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.471740961074829, "normalized": 0.5124162673191407, "contribution": 0.1537248801957422 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0011236a6ea3139fab6dffe563a2aeff21e459d7c1b6c64575bc6aa5c2b68e47", "id": "4f3bd4b8b4ab1983b7da4a80305f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 5.998785495758057, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.5192148685455322, "voiceclap": -0.09026071429252625, "fitness": 0.0, "legacy_fitness": 0.2014102578163147, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8946719169616699, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6193780302430769, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8946719169616699, "normalized": 0.8680429345348224, "contribution": 0.34721717381392897 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1210225522518158, "normalized": 0.3714085784137945, "contribution": 0.11142257352413834 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.537885904312134, "normalized": 0.5357942763500322, "contribution": 0.16073828290500966 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "190bc69def17da832484746f9cb34e4a20b97daecb7f1e56340eafc237c26660", "id": "4fb07405e3059ae397397f2d12b5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.821148872375488, "wer": 0.0, "identity": null, "voiceclap": -0.020948847755789757, "fitness": 0.0, "legacy_fitness": 0.2294429716148359, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3187464475631714, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5095429460674691, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3187464475631714, "normalized": 0.5295818440539136, "contribution": 0.21183273762156546 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4400360882282257, "normalized": 0.576661240540712, "contribution": 0.1729983721622136 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1968467235565186, "normalized": 0.41570612094563336, "contribution": 0.12471183628369001 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0c5e9258b0e92802818f4e1d083f8c407e0b4d69621d868e27104ca6ed156a93", "id": "4fb7f517ae44d3c03e031fc94d31", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.356205940246582, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.41507139801979065, "voiceclap": -0.33480268716812134, "fitness": 0.0, "legacy_fitness": 0.21336140632629394, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7479942440986633, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6602960748803977, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7479942440986633, "normalized": 0.8027715244586997, "contribution": 0.3211086097834799 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7136469483375549, "normalized": 0.7391168295177721, "contribution": 0.22173504885533163 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.126438617706299, "normalized": 0.39150805413862055, "contribution": 0.11745241624158616 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0ce7e889238406395ecef6711536f821957684288295bf928516824c68538d3d", "id": "4fc2f01441a372110b04f7fe1358", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.165581703186035, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.07342026382684708, "fitness": 0.0, "legacy_fitness": 0.22039658643501248, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15535186231136322, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45496020005122406, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15535186231136322, "normalized": 0.41228162268973195, "contribution": 0.1649126490758928 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8283193111419678, "normalized": 0.6359507907076711, "contribution": 0.19078523721230134 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2fd197d4783ce349d79a3929be28cd3a1fbab4f50018853f011943e03b98424a", "id": "4fe93e06720fa1f7432a6300343c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.5531473159790039, "voiceclap": -0.08402606099843979, "fitness": 0.0, "legacy_fitness": 0.2046185564994812, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3217626810073853, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6853434224253846, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3217626810073853, "normalized": 0.9706627937687952, "contribution": 0.3882651175075181 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14252908527851105, "normalized": 0.3847730231051686, "contribution": 0.11543190693155057 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7381091117858887, "normalized": 0.6054879932877197, "contribution": 0.1816463979863159 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8994e9dd671fa38801c8b9683deaf945bbbfaefd33df5321dede4a4f166954df", "id": "506c20937eaa9f583696de4ffa9a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.467403411865234, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.15359750390052795, "fitness": 0.0, "legacy_fitness": 0.2074981188774109, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5689612627029419, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.515016869308283, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5689612627029419, "normalized": 0.7010225692182936, "contribution": 0.28040902768731746 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13058100640773773, "normalized": 0.37733028152984294, "contribution": 0.11319908445895288 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.164943218231201, "normalized": 0.4046958572067089, "contribution": 0.12140875716201267 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b6e59bad5edfc1bd098821f5e80c1b2cd5c69ff5e2860bb97f978b85de5dc22c", "id": "50acc935567451f932d4637b0c40", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.5341036319732666, "voiceclap": -0.07570531219244003, "fitness": 0.0, "legacy_fitness": 0.2074544858932495, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0197793245315552, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6643983941653284, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0197793245315552, "normalized": 0.9104853938340195, "contribution": 0.36419415753360784 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2885942757129669, "normalized": 0.47838822967074696, "contribution": 0.14351646890122408 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4996566772460938, "normalized": 0.5222925591016551, "contribution": 0.1566877677304965 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fdeb140454206645281cde014154a51c28f2b1fc06c2a045ad65ff05af73521b", "id": "50f2f25e7ab7ac9c597abaf02e9f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.09409761428833, "genuineness": 4.381826400756836, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.2406129240989685, "fitness": 0.0, "legacy_fitness": 0.194258553425471, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2699940204620361, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6755757779234086, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2699940204620361, "normalized": 0.9638222598817814, "contribution": 0.38552890395271255 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2434902936220169, "normalized": 0.4491023106818777, "contribution": 0.13473069320456332 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4867300987243652, "normalized": 0.5177206025537757, "contribution": 0.1553161807661327 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c8cf52d038669494f8a63ff4db0fd0b330c7268a990f140d0580ef2ee0c993c3", "id": "51068adc750bf20dea91aef7e109", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.443574905395508, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.1905728280544281, "fitness": 0.0, "legacy_fitness": 0.20870970010757445, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03078371286392212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3483142558891681, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03078371286392212, "normalized": 0.3273416377707763, "contribution": 0.1309366551083105 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05530816316604614, "normalized": 0.33158276858618174, "contribution": 0.09947483057585452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1308391094207764, "normalized": 0.393009234016677, "contribution": 0.11790277020500309 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3df4e99d35421802b998be9bd593e3c60bcaf5f9c9b70c1ec8c8111ea8cf7ddf", "id": "5116f873f4fdcf3ed8b3c933b217", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.316492557525635, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.09211132675409317, "fitness": 0.0, "legacy_fitness": 0.20743106603622435, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7100720234076063, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11385370790958405, "normalized": 0.3669871011778989, "contribution": 0.11009613035336967 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.997738838195801, "normalized": 0.6907744818671719, "contribution": 0.20723234456015158 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4484967225408327d8ec563bf93b773e3005476c1042f3f4f806ca098b015f61", "id": "512b942671513c67d4d04c5bc696", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.372091293334961, "genuineness": 4.243753433227539, "wer": 0.0, "identity": 0.6594460010528564, "voiceclap": -0.09621988236904144, "fitness": 0.0, "legacy_fitness": 0.20167520523071286, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9593826532363892, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6037360228020636, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9593826532363892, "normalized": 0.8914684186808348, "contribution": 0.35658736747233394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.446575403213501, "normalized": 0.5035062508852857, "contribution": 0.1510518752655857 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b58864dcd4682e13497dc207bccdf2b832cc75b23b15cd8cb204861aa0727890", "id": "5182dbb02df704b9c76379eb6876", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.300237655639648, "wer": 0.0, "identity": 0.6169678568840027, "voiceclap": -0.059313975274562836, "fitness": 0.0, "legacy_fitness": 0.20463612556457517, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9938949346542358, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6401561528433211, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9938949346542358, "normalized": 0.9026628850846236, "contribution": 0.3610651540338494 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7018048763275146, "normalized": 0.5930320695168515, "contribution": 0.17790962085505543 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2226b8d0aa52a786588196c5ff1227ba710fdb8186894d2aa8fed0203aa387ae", "id": "519447edca7f869eefca05c7e146", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.499174118041992, "genuineness": 4.281409740447998, "wer": 0.0, "identity": null, "voiceclap": -0.08088196814060211, "fitness": 0.0, "legacy_fitness": 0.20452285528182984, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7932916879653931, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6143341993848409, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7932916879653931, "normalized": 0.8247432299430282, "contribution": 0.3298972919772113 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11863292753696442, "normalized": 0.369932827083125, "contribution": 0.11097984812493751 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.658900022506714, "normalized": 0.5781901976089738, "contribution": 0.17345705928269214 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ac226903b0badbcf09027b417da3daf4b3d555643fc0b8c80044232082c7105b", "id": "519ebc686c240a4da12ed671141e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.5597757697105408, "voiceclap": -0.024411162361502647, "fitness": 0.0, "legacy_fitness": 0.20557167053222658, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9205561876296997, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.722805319969895, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9205561876296997, "normalized": 0.8778006667495348, "contribution": 0.35112026669981394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.641958475112915, "normalized": 0.6996650671976995, "contribution": 0.20989952015930985 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5477871894836426, "normalized": 0.5392851103692375, "contribution": 0.16178553311077126 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cc5cfea1417538e45e0098014aa1a7d36abc4b943d00180cf7511f8ee0a14cb7", "id": "5206ab6579335e6bacc46479a8ae", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.499174118041992, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.12731967866420746, "fitness": 0.0, "legacy_fitness": 0.20891608715057372, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0240932703018188, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6239701199422552, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0240932703018188, "normalized": 0.9117423287158163, "contribution": 0.36469693148632654 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4372243881225586, "normalized": 0.5001947848345888, "contribution": 0.15005843545037664 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5a446732c1244f4f93015e4439328574e9193c8bdf37bf5c10a6accdf063cae8", "id": "522d4d4dec9667208df8d357e66c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.344170093536377, "wer": 0.0, "identity": null, "voiceclap": -0.09039247781038284, "fitness": 0.0, "legacy_fitness": 0.2057344365119934, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06421759724617004, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4187242349038827, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06421759724617004, "normalized": 0.34948221994010886, "contribution": 0.13979288797604356 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7271077632904053, "normalized": 0.6017241918561651, "contribution": 0.18051725755684953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2a742cd04897c90e27a22025e3c8294b1e51a0c3d870c56293f7a5b1abb095f9", "id": "523adcd544e6e91c39c413494c8e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.7398344278335571, "voiceclap": -0.05946465581655502, "fitness": 0.0, "legacy_fitness": 0.1990775489807129, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10735806822776794, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45173899418517327, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10735806822776794, "normalized": 0.3788152833855233, "contribution": 0.15152611335420932 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05769777297973633, "normalized": 0.3330013183740389, "contribution": 0.09990039551221166 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.925130605697632, "normalized": 0.6677082843958411, "contribution": 0.20031248531875231 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3a94b3071dacf62c0373ddcb28d721091a0ddae097e66006551a412e6ca529a0", "id": "523b91ef8cea730c68d20e92c4aa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 5.673136234283447, "genuineness": 4.413206577301025, "wer": 0.0, "identity": 0.5990709066390991, "voiceclap": 0.07066388428211212, "fitness": 0.0, "legacy_fitness": 0.2085967592966541, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": -0.006964206695556641, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.30448420873750814, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": -0.006964206695556641, "normalized": 0.3030581706725147, "contribution": 0.1212232682690059 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.7942004203796387, "normalized": 0.28423287064540775, "contribution": 0.08526986119362233 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d75a93025957dc76662e320b85faac0f0379b6ce9dd77ca15c4f563e4a97abcb", "id": "528e0650e4ac05f12fdb9911e4d4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.04, "cfg": 1, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.7033132314682007, "voiceclap": -0.08182767778635025, "fitness": 0.0, "legacy_fitness": 0.20600462436676026, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09225890040397644, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4553918295926297, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09225890040397644, "normalized": 0.36845899507971913, "contribution": 0.14738359803188766 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0338016152381897, "normalized": 0.31892637325430984, "contribution": 0.09567791197629295 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0527453422546387, "normalized": 0.7077677319481637, "contribution": 0.2123303195844491 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "56fd9bd696c7b4b6c2d476f30e594c93851be9c834f85da2373f08c6c8ec1815", "id": "52ba9993a32e6a7b3d0cd0d04a05", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.252951145172119, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.11495864391326904, "fitness": 0.0, "legacy_fitness": 0.2195565214898919, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8998451232910156, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8915908520351115, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8998451232910156, "normalized": 0.9983456492844291, "contribution": 0.3993382597137717 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.8319865465164185, "normalized": 0.9932207058515397, "contribution": 0.2979662117554619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.863523483276367, "normalized": 0.6476212685529261, "contribution": 0.19428638056587783 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "be71ff7e8861914e4b8c8a9784391a22d1fa44e3cbecb181bc2c41f2042716a9", "id": "52f2b2ddc2e28996df19efc14d43", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.403861999511719, "genuineness": 4.375550270080566, "wer": 0.0, "identity": 0.7014853358268738, "voiceclap": -0.09886984527111053, "fitness": 0.0, "legacy_fitness": 0.20544668674468994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5560190677642822, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5494171479607368, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5560190677642822, "normalized": 0.6928363571853781, "contribution": 0.27713454287415124 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21899673342704773, "normalized": 0.4333039264303424, "contribution": 0.1299911779291027 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3640661239624023, "normalized": 0.4743047571916094, "contribution": 0.14229142715748283 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0377beb7823371f40fe1e1045da70c4ec902569d9d5577af55014b04a487513e", "id": "5371d898a97c3c4277a6b73587ab", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.38003396987915, "genuineness": 4.7834930419921875, "wer": 0.0, "identity": null, "voiceclap": -0.22395740449428558, "fitness": 0.0, "legacy_fitness": 0.21528783559799194, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6789695024490356, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5463989190662759, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6789695024490356, "normalized": 0.7662530179830478, "contribution": 0.30650120719321916 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2540533542633057, "normalized": 0.43560986289168246, "contribution": 0.13068295886750472 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "da55c28aaae31d77d5db58e2b1e87afbbcdcbaeca52a04f2010f5c08ed684d2c", "id": "53dd8591b0c4d75d47ce639ac1c6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.141753673553467, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.46567338705062866, "voiceclap": -0.2072666585445404, "fitness": 0.0, "legacy_fitness": 0.20637899160385131, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5107215642929077, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5249864611012075, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5107215642929077, "normalized": 0.6634418583549322, "contribution": 0.26537674334197286 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2942695915699005, "normalized": 0.482084786413405, "contribution": 0.1446254359240215 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.102235794067383, "normalized": 0.3832809394507104, "contribution": 0.11498428183521311 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c436bb5f3d0f1b050396644a1bd49599a565102e6b2c10a82873775d44842bdf", "id": "5448c69c8a6dfef03b575da92c80", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.117925643920898, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.2909582257270813, "fitness": 0.0, "legacy_fitness": 0.20947339534759518, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9507545232772827, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5925373497398257, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9507545232772827, "normalized": 0.8885304606001138, "contribution": 0.3554121842400455 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2070486694574356, "normalized": 0.42563431184410283, "contribution": 0.12769029355323083 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.047229528427124, "normalized": 0.3647829064884982, "contribution": 0.10943487194654945 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b070df8685a364d8150a8e01e2766b3be54c6c4adb0470fdb2e9c36ca4eae6d5", "id": "54e51b8786dd21e63e06a53d6947", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.218649387359619, "wer": 0.0, "identity": 0.6892459392547607, "voiceclap": -0.058760304003953934, "fitness": 0.0, "legacy_fitness": 0.20200072526931762, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07931676506996155, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43060318324653274, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07931676506996155, "normalized": 0.3596572897107887, "contribution": 0.1438629158843155 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05291852355003357, "normalized": 0.3301666125488495, "contribution": 0.09904998376465485 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.797515869140625, "normalized": 0.6256342786585414, "contribution": 0.1876902835975624 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5e99abd6bb6afd357d87142eacaebd231419f97751185229fa54fe5297960813", "id": "54fb0f1e9cf00e8b08ea28225c9f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.570107460021973, "wer": 0.10714285714285714, "identity": 0.47025352716445923, "voiceclap": -0.15324008464813232, "fitness": 0.0, "legacy_fitness": 0.1861817091703415, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3735312223434448, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6664092527774141, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3735312223434448, "normalized": 0.9763929741903308, "contribution": 0.39055718967613234 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.709505796432495, "normalized": 0.5956825800073235, "contribution": 0.17870477400219706 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "30c9caea0afe0eab313eaed25b1dbad65762170f294aa2e99ad67203a474e2e7", "id": "559b41bb4865f188b3415db4efe4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.6703720092773438, "voiceclap": -0.04480574280023575, "fitness": 0.0, "legacy_fitness": 0.2095436882972717, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0111511945724487, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.713328934069819, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0111511945724487, "normalized": 0.9079315976717118, "contribution": 0.36317263906868474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.701698899269104, "normalized": 0.7327310478963146, "contribution": 0.21981931436889438 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2507529258728027, "normalized": 0.4344566021074665, "contribution": 0.13033698063223995 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cf19e3ea24b1d3857a1cfd4b9cd774770ec9a5b9ed34e53484c2f0ed00f8226f", "id": "56015e10c5e0e88eafc76da807c6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.6, "cfg": 1.5, "generation": null, "ce": 6.0146708488464355, "genuineness": 4.65797233581543, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.09837481379508972, "fitness": 0.0, "legacy_fitness": 0.19289141305287677, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6185728311538696, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5562882694901297, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6185728311538696, "normalized": 0.7314444957695321, "contribution": 0.29257779830781283 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3581917881965637, "normalized": 0.5237510704954277, "contribution": 0.1571253211486283 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0186262130737305, "normalized": 0.35528383344562864, "contribution": 0.10658515003368858 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3e7f96db37d8e1341ae2fcfbfe666e60150619d835716a7ac8c29e27ded2c72d", "id": "5627a9d93503108d0f6cea070272", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.6505824327468872, "voiceclap": 0.021315094083547592, "fitness": 0.0, "legacy_fitness": 0.2051068353652954, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5202089548110962, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7010116882656069, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5202089548110962, "normalized": 0.9877755324839537, "contribution": 0.3951102129935815 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11385370790958405, "normalized": 0.3669871011778989, "contribution": 0.11009613035336967 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.878925323486328, "normalized": 0.6526844830621856, "contribution": 0.19580534491865567 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "16bcca05a6d18598b7c82a55974dd1ab5bce77ff10cbe328f0deb268540ffadc", "id": "56362b118ce138a902ca3fca00e6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.562715530395508, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": 0.012649450451135635, "fitness": 0.0, "legacy_fitness": 0.21725505333929002, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.008134961128234863, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3698215958388617, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.008134961128234863, "normalized": 0.31267531728876063, "contribution": 0.12507012691550426 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4141218662261963, "normalized": 0.49201393274757577, "contribution": 0.14760417982427274 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0d4277a54206cc572ef96dda8188860b4e73df987f49d677565a7ead222d227f", "id": "56aa60e3c18462162ee23abf84b7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.348263263702393, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.44285058975219727, "voiceclap": -0.1925540566444397, "fitness": 0.0, "legacy_fitness": 0.20602481126785277, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1440274864435196, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45174175298989216, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1440274864435196, "normalized": 0.4043174414771634, "contribution": 0.16172697659086538 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8767249584198, "normalized": 0.6519627738847427, "contribution": 0.1955888321654228 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b8c18a95de857d09063f49b92c31524c49b99de19f4440e5a761e10e50e461f6", "id": "57874387dcd2a4999038bc05edaa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.523001670837402, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": -0.13592830300331116, "fitness": 0.0, "legacy_fitness": 0.20864588737487794, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.968010663986206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6069465695756829, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.968010663986206, "normalized": 0.8943502164755114, "contribution": 0.35774008659020456 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14730830490589142, "normalized": 0.3877622166661324, "contribution": 0.11632866499983972 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2749557495117188, "normalized": 0.44292605995212875, "contribution": 0.1328778179856386 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3581418777ee3b223b0cd48673b17347ea5ee46cb35580d7bf212e30d5128391", "id": "579cf70f2879259f59bb95e562a5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.6813123226165771, "voiceclap": -0.13869361579418182, "fitness": 0.0, "legacy_fitness": 0.20596100330352782, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1742258220911026, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45618253216613464, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1742258220911026, "normalized": 0.42563431184410283, "contribution": 0.17025372473764114 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.845921516418457, "normalized": 0.6418026300201901, "contribution": 0.19254078900605703 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "68ee033febaf702d971692937037df903269b2f22c22ca7eb3123f77b3504def", "id": "581bf8105396261cd56bed3544b6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": 0.011415481567382812, "fitness": 0.0, "legacy_fitness": 0.29727064894863164, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8040769100189209, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.2719322443008423, "labels": [ [ "Exasperated Sigh", 0.2719322443008423 ], [ "no_burst", 0.2436540424823761 ], [ "Relief Sigh", 0.17417870461940765 ] ], "family": "sigh", "no_burst_prob": 0.2436540424823761, "start": 4.84, "end": 5.1, "dur": 0.2599999999999998, "locator_confidence": 0.871 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6493884095499012, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8040769100189209, "normalized": 0.829736651837682, "contribution": 0.3318946607350728 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.096750259399414, "normalized": 0.721041236201374, "contribution": 0.2163123708604122 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "dee8fc98684f183474f6f8bae088538519b2ad922c6d326851beb17524c954f7", "id": "581d7d14db3260c3d424620987ed", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.165581703186035, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.020835144445300102, "fitness": 0.0, "legacy_fitness": 0.2141034354899325, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.305365562438965, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9426843608745061, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.305365562438965, "normalized": 0.9998796112081119, "contribution": 0.3999518444832448 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.9849218130111694, "normalized": 0.9967235438831923, "contribution": 0.2990170631649577 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.43558931350708, "normalized": 0.8123848440876791, "contribution": 0.24371545322630372 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "21b818b0c1d57f6a637efd09add1720f829e45bf73a2f17c9a48fab160b71c5d", "id": "5830863cde40fc7c31bc90bf3a3c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.515059471130371, "genuineness": 4.337893962860107, "wer": 0.0, "identity": 0.7884628176689148, "voiceclap": -0.05996868014335632, "fitness": 0.0, "legacy_fitness": 0.21077383981717268, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12784980237483978, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4348838389687552, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12784980237483978, "normalized": 0.39300925680544563, "contribution": 0.15720370272217826 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7293081283569336, "normalized": 0.6024777545717662, "contribution": 0.18074332637152987 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "10274623abec30c4a448ea4f44fc06ddf71837dab8310bb03a6be03d88194d3b", "id": "5858e683890a99b34a112e519558", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.24500846862793, "genuineness": 4.2751336097717285, "wer": 0.0, "identity": null, "voiceclap": -0.03149346262216568, "fitness": 0.0, "legacy_fitness": 0.20055346727371215, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8731015920639038, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.68340904618166, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8731015920639038, "normalized": 0.8595109953104372, "contribution": 0.3438043981241749 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09832121431827545, "normalized": 0.3574682322509646, "contribution": 0.10724046967528937 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2859721183776855, "normalized": 0.7745472612739859, "contribution": 0.23236417838219575 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fa3354016bd9413c4146be85bcbb87e128e4d4b38430010a423efaad4c8a5500", "id": "586fd7dcad9058d5c8149a8e5ed3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.444586753845215, "wer": 0.0, "identity": 0.6768332123756409, "voiceclap": -0.09441804885864258, "fitness": 0.0, "legacy_fitness": 0.20729173183441163, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8234900236129761, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5658699008121163, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8234900236129761, "normalized": 0.8384925128505224, "contribution": 0.335397005140209 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11624331772327423, "normalized": 0.36845899774723406, "contribution": 0.11053769932417022 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.150641441345215, "normalized": 0.39978398782579033, "contribution": 0.1199351963477371 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "855e426a0927e335aba2c51d873f03b2f8880ac3c21f93654c964628747de2ac", "id": "58ec18196dcded1e7bc829c6ac76", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.141753673553467, "genuineness": 4.632867813110352, "wer": 0.06666666666666667, "identity": 0.572246789932251, "voiceclap": -0.2213069647550583, "fitness": 0.0, "legacy_fitness": 0.19408480040232343, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6552422046661377, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5780344297742872, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6552422046661377, "normalized": 0.752884137528947, "contribution": 0.3011536550115788 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.30054232478141785, "normalized": 0.4861722443440895, "contribution": 0.14585167330322685 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2573537826538086, "normalized": 0.4367636715316052, "contribution": 0.13102910145948157 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "adaf40292b173c70cb8f5aed8db23adc10e6c6bb9f3ca93caa5f3cf442a4b49f", "id": "5911fce5def2405318b2be431033", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.5663661956787109, "voiceclap": -0.04081156104803085, "fitness": 0.0, "legacy_fitness": 0.20733535289764404, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2613660097122192, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7812781703432692, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2613660097122192, "normalized": 0.962564196145546, "contribution": 0.38502567845821845 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6264259815216064, "normalized": 0.6907744824281132, "contribution": 0.20723234472843396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8107173442840576, "normalized": 0.6300671571887225, "contribution": 0.18902014715661675 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7b84aa23ec4f80373e63e52613d1258223ba0d60e8a1310593fd547fb3b9f488", "id": "592eecd0f2bb63fd387555e3e6e8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.6956281661987305, "wer": 0.10714285714285714, "identity": 0.6171585321426392, "voiceclap": -0.10008977353572845, "fitness": 0.09406625479459763, "legacy_fitness": 0.18813250958919525, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1742258220911026, "bursts": [ { "label": "Panting", "prob": 0.3445984423160553, "labels": [ [ "Panting", 0.3445984423160553 ], [ "Deep Breath", 0.16616393625736237 ], [ "Sharp Inhale", 0.1514836996793747 ] ], "family": "breath", "no_burst_prob": 0.030194878578186035, "start": 10.38, "end": 10.62, "dur": 0.23999999999999844, "locator_confidence": 0.688 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0.0, "matched": { "label": "Panting", "prob": 0.3445984423160553, "labels": [ [ "Panting", 0.3445984423160553 ], [ "Deep Breath", 0.16616393625736237 ], [ "Sharp Inhale", 0.1514836996793747 ] ], "family": "breath", "no_burst_prob": 0.030194878578186035, "start": 10.38, "end": 10.62, "dur": 0.23999999999999844, "locator_confidence": 0.688 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4986944393558477, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1742258220911026, "normalized": 0.42563431184410283, "contribution": 0.17025372473764114 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4842439293861389, "normalized": 0.6047359733483939, "contribution": 0.18142079200451816 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.408621072769165, "normalized": 0.4900664087122945, "contribution": 0.14701992261368835 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "14c34c57e01c0885e51168aabe6874a73de5bb5f86fa2714144a496ff14fbebd", "id": "59da703f47be235c8870dd0d4c07", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.467403411865234, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.18808583915233612, "fitness": 0.0, "legacy_fitness": 0.20843952655792236, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.24378985166549683, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45252295582025753, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.24378985166549683, "normalized": 0.47547117617773116, "contribution": 0.19018847047109247 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.603893518447876, "normalized": 0.5590012213122326, "contribution": 0.16770036639366978 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "14e5eab7c5173103a01b92e4ff2abcb0bb8202fba5e8159f71e009975f837d4d", "id": "5a226a67e684bb68d9105552c8d5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.38003396987915, "genuineness": 4.243753433227539, "wer": 0.0, "identity": 0.5603588223457336, "voiceclap": -0.12647725641727448, "fitness": 0.0, "legacy_fitness": 0.20179434537887575, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9982089996337891, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6131695556819066, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9982089996337891, "normalized": 0.9040003504331469, "contribution": 0.36160014017325876 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4663777351379395, "normalized": 0.5105177537921939, "contribution": 0.15315532613765817 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cdbbc5571814e5d7ed914f91318921116d0db0c58d1a118c3cf1f4b4d8bf9682", "id": "5a82b0e4cf12b04ab302d8fdd098", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.109982967376709, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.569740891456604, "voiceclap": -0.2194049060344696, "fitness": 0.0, "legacy_fitness": 0.203392014503479, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1146882772445679, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6732260295007987, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1146882772445679, "normalized": 0.9351928862698238, "contribution": 0.37407715450792955 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9207301139831543, "normalized": 0.6662885374327974, "contribution": 0.1998865612298392 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3cff4825c602e946fe4021ec40f022e20ccf1a439aa19af656605060bae14dd9", "id": "5ad35d0bf39df747bb8cb64f2fa1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.070269584655762, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.012650176882743835, "fitness": 0.0, "legacy_fitness": 0.21225841189835548, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5905314683914185, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6694256433802113, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5905314683914185, "normalized": 0.7144411724717346, "contribution": 0.28577646898869385 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.64434814453125, "normalized": 0.7010225663946037, "contribution": 0.2103067699183811 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.65779972076416, "normalized": 0.5778080149104543, "contribution": 0.17334240447313629 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "41569a4d966bb1ea6a65b7318775dcb6ee0731cc94d9091f63f5b743c6c95287", "id": "5c4193afadb08b917cd30bc80a2f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.078212261199951, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.43683505058288574, "voiceclap": -0.2431715577840805, "fitness": 0.0, "legacy_fitness": 0.20291545391082763, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6790399785704263, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15567195415496826, "normalized": 0.39300925514398755, "contribution": 0.11790277654319625 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.610494375228882, "normalized": 0.5613121784438164, "contribution": 0.16839365353314492 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b0c5288b973d8de78030ce57d64382c352be18fd2dd3aa4ca94917434bd20009", "id": "5c5038876dd7b968b17999105e0b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.483288764953613, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.09253588318824768, "fitness": 0.0, "legacy_fitness": 0.20961920261383055, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1966552734375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6523829587246137, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1966552734375, "normalized": 0.9519500343534602, "contribution": 0.3807800137413841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11265890300273895, "normalized": 0.36625188390122715, "contribution": 0.10987556517036814 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5472371578216553, "normalized": 0.5390912660428714, "contribution": 0.16172737981286142 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "63da94d38827adc69ac5eee2a09b5e947253556524a5050243d3eca515773aa6", "id": "5ca18ce40ad58f81eb64557eff06", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.395919322967529, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.4582061469554901, "voiceclap": -0.24995894730091095, "fitness": 0.0, "legacy_fitness": 0.21473227713297816, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.005977928638458252, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.33908712141102293, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.005977928638458252, "normalized": 0.3112933917768991, "contribution": 0.12451735671075964 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.162742853164673, "normalized": 0.40393915425942284, "contribution": 0.12118174627782685 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a655f562cf74e261e93f218e3ad8d09ec5778ad29a2af567c3d394d2666f55d3", "id": "5cee329ec62e58f682065f244f54", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.427689552307129, "genuineness": 4.65797233581543, "wer": 0.0, "identity": null, "voiceclap": -0.0894366130232811, "fitness": 0.0, "legacy_fitness": 0.21286465167999263, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1578288078308105, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.678659103276561, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1578288078308105, "normalized": 0.9445039782601339, "contribution": 0.37780159130405355 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06964585185050964, "normalized": 0.3401296373838404, "contribution": 0.10203889121515211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.909728765487671, "normalized": 0.6627287358578513, "contribution": 0.19881862075735537 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "828ebee1c7b770a0ded933df5faddb85fbe30582e694fb01da48e4cb80a665b7", "id": "5de08eccbb41ed8d0d98a68bae11", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.467403411865234, "genuineness": 4.218649387359619, "wer": 0.0, "identity": null, "voiceclap": 0.053071971982717514, "fitness": 0.0, "legacy_fitness": 0.25584266267036737, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3640439510345459, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5459686017139453, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3640439510345459, "normalized": 0.5620820221257492, "contribution": 0.2248328088502997 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09593158960342407, "normalized": 0.3560114505224613, "contribution": 0.10680343515673839 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0747478008270264, "normalized": 0.7144411923563575, "contribution": 0.21433235770690726 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "323a48945f9dd4de539b82576b08752030bc8178b934cc3503625a3feba03c62", "id": "5e362fe21d5066c6f0e22fb6c238", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.41180419921875, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.11689941585063934, "fitness": 0.0, "legacy_fitness": 0.20854693412780761, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.005977928638458252, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.34352059612223884, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.005977928638458252, "normalized": 0.3112933917768991, "contribution": 0.12451735671075964 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0039314329624176025, "normalized": 0.30169515960220206, "contribution": 0.09050854788066061 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2331509590148926, "normalized": 0.4283156384360619, "contribution": 0.12849469153081858 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a4d7544e1611f99ee676bf3c0daaedd579805c386b09b5c741b0f27933ef8230", "id": "5e5497bae668c8edec13c0c02553", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.252951145172119, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.2535618841648102, "fitness": 0.0, "legacy_fitness": 0.23023958144064677, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6927708387374878, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8464189261857361, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6927708387374878, "normalized": 0.9948039218292861, "contribution": 0.39792156873171447 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.258479118347168, "normalized": 0.937146207690838, "contribution": 0.2811438623072514 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.600593090057373, "normalized": 0.5578449838225674, "contribution": 0.16735349514677023 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0fbacb611d30878f6da72415899804af005823dcb28c4178756041570bab3de6", "id": "5f3248e9787bd674753a98890549", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.41180419921875, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.5759869813919067, "voiceclap": -0.06618429720401764, "fitness": 0.0, "legacy_fitness": 0.20791933298110962, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.30202949047088623, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5146365935821189, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.30202949047088623, "normalized": 0.5175259947660602, "contribution": 0.2070103979064241 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07203544676303864, "normalized": 0.3415622739745942, "contribution": 0.10246868219237826 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.975736379623413, "normalized": 0.6838583782777219, "contribution": 0.20515751348331657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c469fa4075074192af27279f45b5900e340eb3cba90c2b05c050f266f4b2d89c", "id": "600fc80db41efe03b43517785d61", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.507116317749023, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.6472917795181274, "voiceclap": -0.022507518529891968, "fitness": 0.0, "legacy_fitness": 0.2099917619457048, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.34597885608673096, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.466079425978592, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.34597885608673096, "normalized": 0.549158323991125, "contribution": 0.21966332959645 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10071082413196564, "normalized": 0.3589270847512528, "contribution": 0.10767812542537583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.330512046813965, "normalized": 0.4624599031892205, "contribution": 0.13873797095676613 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "696702c6edc8bd71445dfb42774669c170fe65f9b91c641420c6e2e0ee1ff360", "id": "60f94f86d810d922db8c76690275", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": 0.587266206741333, "voiceclap": -0.07328860461711884, "fitness": 0.0, "legacy_fitness": 0.21019994974136352, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.377845287322998, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.30905017256736755, "labels": [ [ "Exasperated Sigh", 0.30905017256736755 ], [ "Deep Breath", 0.1991686075925827 ], [ "Relief Sigh", 0.19299514591693878 ] ], "family": "sigh", "no_burst_prob": 0.0176438819617033, "start": 6.44, "end": 6.76, "dur": 0.3199999999999994, "locator_confidence": 0.717 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7052047861083471, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.377845287322998, "normalized": 0.9768247566845867, "contribution": 0.3907299026738347 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.32124611735343933, "normalized": 0.4996712899600397, "contribution": 0.1499013869880119 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.574190139770508, "normalized": 0.5485783214883353, "contribution": 0.16457349644650057 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "00bf1bf768392a1bedd426897304743c84b7276d5ac79045a91608b4d40087dd", "id": "6163d898aa5064cf45c3a20158d4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.068024158477783, "wer": 0.0, "identity": 0.6493244171142578, "voiceclap": -0.06886453926563263, "fitness": 0.0, "legacy_fitness": 0.1999920985364888, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.02539116144180298, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4058449129188738, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.02539116144180298, "normalized": 0.32382429389119693, "contribution": 0.12952971755647877 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.742509603500366, "normalized": 0.606990765983323, "contribution": 0.1820972297949969 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6eb98f273944916b431ce19878f54aec32f14d3b5f98b1df2337c41f404e51d8", "id": "6182e63f2a5bb92d67c63e15223c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.004446830600500107, "fitness": 0.0, "legacy_fitness": 0.20863417387008665, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2734489440917969, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49833677954040234, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2734489440917969, "normalized": 0.49688330455870433, "contribution": 0.19875332182348174 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.975736379623413, "normalized": 0.6838583782777219, "contribution": 0.20515751348331657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2ebaf7ca25a4e9c44a916f05bba835637f161ce5e644b360e1162cf2747ac5e1", "id": "61c7dfb7e88dd7fabcbe123bb53e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.229123115539551, "genuineness": 4.406930446624756, "wer": 0.0, "identity": 0.4070802330970764, "voiceclap": -0.13827885687351227, "fitness": 0.0, "legacy_fitness": 0.22519882977022607, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.339777410030365, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5154130696952681, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.339777410030365, "normalized": 0.5447090785254286, "contribution": 0.21788363141017145 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.006321042776107788, "normalized": 0.3030581666478478, "contribution": 0.09091744999435433 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.991138219833374, "normalized": 0.688706627635808, "contribution": 0.2066119882907424 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "16b573edc13715d96195576a4ae11113e1b8c9f86103656a9b95f68722e2f8f8", "id": "61d8ffe363eb6865315d227c115d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.24284009635448456, "fitness": 0.0, "legacy_fitness": 0.20421428203582764, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7630934119224548, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6011359109013952, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7630934119224548, "normalized": 0.8102739493090275, "contribution": 0.32410957972361104 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06606140732765198, "normalized": 0.3379849777062144, "contribution": 0.10139549331186432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.679802417755127, "normalized": 0.5854361262197326, "contribution": 0.1756308378659198 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "013529ad5d9d32748b71a821baea3a79b6b0e4637b6ae8ecde820502e796f1bf", "id": "622aa98a15d8c535b6531a3113fb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.443574905395508, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.680249810218811, "voiceclap": -0.14161370694637299, "fitness": 0.0, "legacy_fitness": 0.2118477177619934, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6681843400001526, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5542042664301295, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6681843400001526, "normalized": 0.7602264694278741, "contribution": 0.30409058777114967 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1198277473449707, "normalized": 0.3706704695004933, "contribution": 0.111201140850148 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.332162380218506, "normalized": 0.4630417926961063, "contribution": 0.1389125378088319 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b1b4a4f1daeb603bbd63a9ff3139b255861510e708e6f78876cec288ae215012", "id": "629a77c4b7cafef55c45d562b734", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.173524379730225, "genuineness": 4.808597087860107, "wer": 0.0, "identity": 0.46756336092948914, "voiceclap": -0.08523957431316376, "fitness": 0.10640889644622802, "legacy_fitness": 0.21281779289245603, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.90761399269104, "bursts": [ { "label": "Sharp Inhale", "prob": 0.782686710357666, "labels": [ [ "Sharp Inhale", 0.782686710357666 ], [ "no_burst", 0.07218709588050842 ], [ "Deep Breath", 0.06500327587127686 ] ], "family": "breath", "no_burst_prob": 0.07218709588050842, "start": 8.76, "end": 8.88, "dur": 0.120000000000001, "locator_confidence": 0.643 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0.0, "matched": { "label": "Sharp Inhale", "prob": 0.782686710357666, "labels": [ [ "Sharp Inhale", 0.782686710357666 ], [ "no_burst", 0.07218709588050842 ], [ "Deep Breath", 0.06500327587127686 ] ], "family": "breath", "no_burst_prob": 0.07218709588050842, "start": 8.76, "end": 8.88, "dur": 0.120000000000001, "locator_confidence": 0.643 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6428976325447558, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.90761399269104, "normalized": 0.8729869855973631, "contribution": 0.3491947942389453 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2655942142009735, "normalized": 0.4634297071340523, "contribution": 0.13902891214021568 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.480679512023926, "normalized": 0.5155797538853162, "contribution": 0.15467392616559486 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1239d7bab4a67666584a4606e9d5a44bc6aaddd5230aeaa638a15a7a6bed9fa6", "id": "63b2ce904ab59171c36c7273f9a0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.18570901453495026, "fitness": 0.0, "legacy_fitness": 0.21349225282669065, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8687875270843506, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5840073161699828, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8687875270843506, "normalized": 0.8577606415894068, "contribution": 0.3431042566357627 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10071082413196564, "normalized": 0.3589270847512528, "contribution": 0.10767812542537583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2782561779022217, "normalized": 0.4440831136961477, "contribution": 0.1332249341088443 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4440e3ccf0097ba6d2f62eeb35579335e563618dbe19f92d168530643bd3dad9", "id": "646d9b7bd00686f54c57e53064d6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.475345611572266, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": -0.062223292887210846, "fitness": 0.0, "legacy_fitness": 0.20793104648590086, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07284568250179291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4047274250759269, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07284568250179291, "normalized": 0.3552838485986999, "contribution": 0.14211353943947996 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.031912773847579956, "normalized": 0.2815898668681691, "contribution": 0.08447696006045073 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.704005002975464, "normalized": 0.5937897519199874, "contribution": 0.17813692557599622 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "aca89815920030fe584772d6c26a88b81bb2f421ee105177763e354a2b4390a7", "id": "64e0fddeadedff6778313b7e5675", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.372091293334961, "genuineness": 4.720732688903809, "wer": 0.0, "identity": null, "voiceclap": -0.16148273646831512, "fitness": 0.0, "legacy_fitness": 0.21359968662261963, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.20118862390518188, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42438864063857756, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.20118862390518188, "normalized": 0.4448547222480134, "contribution": 0.17794188889920537 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.015879511833190918, "normalized": 0.3085375387259869, "contribution": 0.09256126161779606 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4732534885406494, "normalized": 0.5129516337385871, "contribution": 0.15388549012157612 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "799fa5dff65cd8ea672d9449c353292709cb35f9f8c130b39ef5374165693c48", "id": "65078cfb779724e0988247d96732", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 5.990842819213867, "genuineness": 4.017816066741943, "wer": 0.0, "identity": null, "voiceclap": -0.21562150120735168, "fitness": 0.0, "legacy_fitness": 0.19255409232725246, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05451098084449768, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3945694812310093, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05451098084449768, "normalized": 0.34299720942898393, "contribution": 0.1371988837715936 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.548887252807617, "normalized": 0.5396727709715342, "contribution": 0.16190183129146027 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6cb53d9cdb1687fc70fa7cd4bc778306a29debcd035ce3203537895c14e432c1", "id": "6513957879c7865cb21fd1a8d8c9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.133810997009277, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.5732693672180176, "voiceclap": -0.17531132698059082, "fitness": 0.0, "legacy_fitness": 0.20720125913619994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15157707035541534, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45158286096466105, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15157707035541534, "normalized": 0.4096227062077094, "contribution": 0.16384908248308377 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2962111532688141, "normalized": 0.48334977174655125, "contribution": 0.14500493152396537 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3681914806365967, "normalized": 0.4757628231920398, "contribution": 0.14272884695761193 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2158cb5bbf4ffe16011f4eea890502d4139d0c2eaf6815c80158e7269162fc65", "id": "66b4539d0c5dc47f5f743fabdd2b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.507116317749023, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.12547732889652252, "fitness": 0.0, "legacy_fitness": 0.20778000593185425, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5527835488319397, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5027244055267415, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5527835488319397, "normalized": 0.6907744955805634, "contribution": 0.27630979823222535 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11743812263011932, "normalized": 0.36919567206613335, "contribution": 0.11075870161984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1088366508483887, "normalized": 0.38551968558225364, "contribution": 0.11565590567467608 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d59a0d803d62db0824b7bc6b89c701df601bcb20a44a99b3c96e107411ad2b24", "id": "66df0a153b83651e33e95fcabad1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.7458367347717285, "wer": 0.0, "identity": 0.6313475370407104, "voiceclap": -0.05407995730638504, "fitness": 0.0, "legacy_fitness": 0.2136315870285034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4697381258010864, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5416704064339404, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4697381258010864, "normalized": 0.6359508222330011, "contribution": 0.25438032889320045 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21959415078163147, "normalized": 0.4336881014851748, "contribution": 0.13010643044555242 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5043320655822754, "normalized": 0.5239454903172917, "contribution": 0.15718364709518748 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3abfa3ae92fdea629cedceebd210514c72fd0d43ee62dcd04d2e4501b2a97c4c", "id": "66e7efc65b875396a06f988dd8e7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.300607204437256, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.0333586186170578, "fitness": 0.0, "legacy_fitness": 0.20782038688659665, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.02754819393157959, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3774848513453303, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.02754819393157959, "normalized": 0.325229374450699, "contribution": 0.1300917497802796 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.472428560256958, "normalized": 0.5126596492105052, "contribution": 0.15379789476315156 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "200a9f9cb83ccaefb5cf5cdc7eaa589470f93f78add45cc7387af967526c0e50", "id": "6759bb8d27bf7547360db36f2da1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.31178557872772217, "fitness": 0.0, "legacy_fitness": 0.21307102680206297, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5506265163421631, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.48385531064602494, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5506265163421631, "normalized": 0.6893965575362768, "contribution": 0.27575862301451076 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04574969410896301, "normalized": 0.3259328400531387, "contribution": 0.09777985201594161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.056030511856079, "normalized": 0.36772278538524183, "contribution": 0.11031683561557255 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3b6e21a8e7d522d160832a7cc4b66d04f666161da0be5900b0b6892f1153315f", "id": "675cc30f52eec7f7f8faf4ab062f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.419747352600098, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.795295000076294, "voiceclap": -0.014556284993886948, "fitness": 0.0, "legacy_fitness": 0.200507230758667, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7415231466293335, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5867181163816341, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7415231466293335, "normalized": 0.7995019921055393, "contribution": 0.31980079684221574 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14133426547050476, "normalized": 0.38402677669507096, "contribution": 0.11520803300852128 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.452763795852661, "normalized": 0.5056976217696568, "contribution": 0.15170928653089705 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e644b7b8379d501bdebe2f506f539cfd657ccf71f362b17c09717602696ec087", "id": "675d6d0591b2dd00ed5d39ab08b1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.348263263702393, "genuineness": 4.444586753845215, "wer": 0.0, "identity": null, "voiceclap": 0.03927062451839447, "fitness": 0.0, "legacy_fitness": 0.20633861780166626, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8221923112869263, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.808358378220912, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8221923112869263, "normalized": 0.9974200264120158, "contribution": 0.39896801056480635 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4973868131637573, "normalized": 0.6129857039490636, "contribution": 0.18389571118471906 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.202362537384033, "normalized": 0.7516488549046221, "contribution": 0.2254946564713866 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8fa070d75e20b1c0c913fa01fdf6fcc9d87127ac31277e6b3d3b04df26b02d62", "id": "6781d50419b7bc6bc7d1e81ca0a6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.65797233581543, "wer": 0.0, "identity": null, "voiceclap": -0.09362754225730896, "fitness": 0.0, "legacy_fitness": 0.21322207927703857, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9162421226501465, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.608165687551844, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9162421226501465, "normalized": 0.8762105460069646, "contribution": 0.3504842184027859 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21899673342704773, "normalized": 0.4333039264303424, "contribution": 0.1299911779291027 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.225450038909912, "normalized": 0.425634304066518, "contribution": 0.1276902912199554 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b287d9b336ec50a30f689e74f9716260116b3987835b4f0b68da6f78a2262840", "id": "67e4375af931c15fceeaa7ae1604", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.149696350097656, "genuineness": 4.557555198669434, "wer": 0.03333333333333333, "identity": 0.6007745862007141, "voiceclap": -0.17088742554187775, "fitness": 0.0, "legacy_fitness": 0.199311514377594, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.48699432611465454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5346057603080708, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.48699432611465454, "normalized": 0.6476212642126385, "contribution": 0.25904850568505544 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.30143845081329346, "normalized": 0.4867563094279081, "contribution": 0.14602689282837242 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2430520057678223, "normalized": 0.43176787264881, "contribution": 0.129530361794643 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "15cb9166dd2262a82d996c387976d2bd2bce8417f1ef6c202fd37328093a507a", "id": "685da65329a981784f646e11c05b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.8, "cfg": 2, "generation": null, "ce": 6.324435234069824, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": 0.673528254032135, "voiceclap": -0.11272284388542175, "fitness": 0.0, "legacy_fitness": 0.21319864034652708, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.024312645196914673, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3730358509315012, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.024312645196914673, "normalized": 0.3231226923888324, "contribution": 0.12924907695553298 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4286985397338867, "normalized": 0.4971755167349099, "contribution": 0.14915265502047295 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "347026f633dc134faed5578f0d47bde66fceca2914f5a8a3b833ba4a36d3034c", "id": "6884abb2884fc37f3869bc7df53e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 1.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.5884130597114563, "voiceclap": -0.12375572323799133, "fitness": 0.0, "legacy_fitness": 0.20473769664764405, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7030904700222748, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4167373478412628, "normalized": 0.5616971278385648, "contribution": 0.16850913835156944 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5670392513275146, "normalized": 0.5460637899866868, "contribution": 0.16381913699600603 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c5af185a3fff6de6c9bd448f7d96f245a4e5abe33f18ca7ad7bc9090951879c2", "id": "6916eda4f73e802c79cb5fa3bd1a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.381826400756836, "wer": 0.0, "identity": null, "voiceclap": -0.039229534566402435, "fitness": 0.0, "legacy_fitness": 0.20608015060424806, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6496303081512451, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7101759501814083, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6496303081512451, "normalized": 0.9935110467819425, "contribution": 0.397404418712777 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05172371864318848, "normalized": 0.32945945310662184, "contribution": 0.09883783593198654 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.070347309112549, "normalized": 0.7131123184554828, "contribution": 0.21393369553664485 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "62ba83707550ade3e140df21867bf05ef2d8294ae36a06af20e4e1723001cec3", "id": "6918f14aa6fbd0a420206629b32b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.23706579208374, "genuineness": 4.846253395080566, "wer": 0.0, "identity": 0.5668668746948242, "voiceclap": -0.21174085140228271, "fitness": 0.0, "legacy_fitness": 0.21471232175827026, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06745313107967377, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37829551565270725, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06745313107967377, "normalized": 0.3516538008890253, "contribution": 0.14066152035561014 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2643994092941284, "normalized": 0.46265387060714125, "contribution": 0.13879616118214236 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9394171237945557, "normalized": 0.32945944704984925, "contribution": 0.09883783411495477 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5cb3c0b19d875fa17a358a632c9259cf0cbe0625acc4a9639c636a3ee8036a23", "id": "6972161881eb92d8977a4df15470", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.41180419921875, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.2241869568824768, "fitness": 0.0, "legacy_fitness": 0.21199875831604004, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04588288068771362, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4129088702183317, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04588288068771362, "normalized": 0.3372712588422273, "contribution": 0.13490850353689093 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0338016152381897, "normalized": 0.31892637325430984, "contribution": 0.09567791197629295 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7447097301483154, "normalized": 0.6077415156838262, "contribution": 0.18232245470514785 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2cc8c79c96efd93551caf6a5ac4ac0693f739d4a238fbec9ca0b9df6c64305c9", "id": "69a01c5c1a20ba71d038a35472ff", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.538887023925781, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.7476058602333069, "voiceclap": -0.09814109653234482, "fitness": 0.0, "legacy_fitness": 0.20951178073883056, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.810547947883606, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.574496850824081, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.810547947883606, "normalized": 0.8326884668370305, "contribution": 0.3330753867348122 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1066848635673523, "normalized": 0.36258319745346324, "contribution": 0.10877495923603897 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2727556228637695, "normalized": 0.44215501617743264, "contribution": 0.1326465048532298 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "51040325a9947cd5ac46690a1cca6fc73bbcae739f92131dfb1a9e10721e18ab", "id": "69caf0a0ce1c996b4790f767e4eb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.372091293334961, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.701290488243103, "voiceclap": -0.19788309931755066, "fitness": 0.0, "legacy_fitness": 0.2114030647277832, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1019655168056488, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3845140381464191, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1019655168056488, "normalized": 0.3751061768169636, "contribution": 0.15004247072678545 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09832121431827545, "normalized": 0.3574682322509646, "contribution": 0.10724046967528937 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2210495471954346, "normalized": 0.4241036591478142, "contribution": 0.12723109774434427 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3e7cf2013f7113536019816afb92cdb81477d5db7109e073ce359312b0342864", "id": "6a91404daac1af62d16137b5b81a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.19198401272296906, "fitness": 0.0, "legacy_fitness": 0.21185619831085203, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3419344425201416, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49114887489737613, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3419344425201416, "normalized": 0.5462573128520447, "contribution": 0.2185029251408179 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13177581131458282, "normalized": 0.378072558078535, "contribution": 0.1134217674235605 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5235843658447266, "normalized": 0.5307472744433258, "contribution": 0.15922418233299773 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fdfb46332fea3b8e2ef151bb5d51a6e424b3b0590de4fdae88a2c4e985d00ebd", "id": "6b3deaa20f42c04a5af329aa3619", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.117925643920898, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.6615146398544312, "voiceclap": -0.14686903357505798, "fitness": 0.0, "legacy_fitness": 0.2010007381439209, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4425560235977173, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.693658855281988, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4425560235977173, "normalized": 0.9825438892081262, "contribution": 0.3930175556832505 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9163296222686768, "normalized": 0.6648664054810712, "contribution": 0.19945992164432136 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "24bdbc1c33124b235aa15b8f7eb4b65ce213269bb577cf7144033eb725d24b4c", "id": "6b4dfbb1e4b1780d5fb0647d6593", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.344170093536377, "wer": 0.0, "identity": null, "voiceclap": -0.2571280002593994, "fitness": 0.0, "legacy_fitness": 0.20263679981231691, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.036176279187202454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39605297883638924, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.036176279187202454, "normalized": 0.3308743880408792, "contribution": 0.1323497552163517 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6049938201904297, "normalized": 0.5593865782363151, "contribution": 0.16781597347089452 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "50976e5fdad5815d1f43853b04fc24b36d7479bb5ca1e2acff16c67441d10fb9", "id": "6b6ceb6aa03e69d3315a184663c7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.523001670837402, "genuineness": 4.118232727050781, "wer": 0.0, "identity": 0.7901356220245361, "voiceclap": -0.024324782192707062, "fitness": 0.0, "legacy_fitness": 0.2016590473133292, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.023234128952026367, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3984066171165522, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.023234128952026367, "normalized": 0.3224217195602569, "contribution": 0.12896868782410276 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.645698308944702, "normalized": 0.5735999100129361, "contribution": 0.1720799730038808 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c65bee34a46948f558a19b0ed4b81182c51008e237e6e7a66b004ebcfc18558b", "id": "6bdebd3b0fa51b51143fbd2ef759", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.443574905395508, "genuineness": 4.413206577301025, "wer": 0.0, "identity": 0.7253077030181885, "voiceclap": -0.1664392650127411, "fitness": 0.0, "legacy_fitness": 0.20698378801345824, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.085787832736969, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40536897648346143, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.085787832736969, "normalized": 0.36404917776699885, "contribution": 0.14561967110679955 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.595092535018921, "normalized": 0.5559168863038523, "contribution": 0.16677506589115568 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a56c95b915be5dfe5e2eed7741cf421dac275ed015203c386af3459aa2788943", "id": "6c25842b5c6e36373e4947cf85b7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.38003396987915, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.760200023651123, "voiceclap": -0.2108977735042572, "fitness": 0.0, "legacy_fitness": 0.21277741909027098, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.02539116144180298, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38651965954362727, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.02539116144180298, "normalized": 0.32382429389119693, "contribution": 0.12952971755647877 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.527434825897217, "normalized": 0.5321066189952663, "contribution": 0.1596319856985799 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "902b33be3641b7e0e220042494d6c4394d7221deb4efcdc40af2dcbb55644ebe", "id": "6c347053b9aa3ed838237addea5e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.494794845581055, "wer": 0.0, "identity": 0.6753756403923035, "voiceclap": -0.08960241079330444, "fitness": 0.0, "legacy_fitness": 0.20926177501678467, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.048039913177490234, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3724163383229052, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.048039913177490234, "normalized": 0.33869928577230124, "contribution": 0.1354797143089205 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.373967170715332, "normalized": 0.47780472404028546, "contribution": 0.14334141721208563 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7c156f8db0212f6dcb0b337f612794dd2f11152f9758d6e59ef44f89dd81ec80", "id": "6ce80515988492302b3dba571663", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.12332750856876373, "fitness": 0.0, "legacy_fitness": 0.20734382629394532, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.9947541952133179, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9000749185201432, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.9947541952133179, "normalized": 0.9990625821662159, "contribution": 0.3996250328664864 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.5547912120819092, "normalized": 0.9780803966314675, "contribution": 0.29342411898944026 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9955387115478516, "normalized": 0.690085888880722, "contribution": 0.2070257666642166 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "788fbcd7e2480fe3983f653b6618f16e184c51fb218671c07c4bfd041ea63f10", "id": "6d50c70671ece702b39eac08acbf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.316492557525635, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.6009591221809387, "voiceclap": -0.14823198318481445, "fitness": 0.0, "legacy_fitness": 0.21276570558547975, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2114344835281372, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4448068443293661, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2114344835281372, "normalized": 0.4521951554830194, "contribution": 0.1808780621932078 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10310043394565582, "normalized": 0.3603879977785678, "contribution": 0.10811639933357033 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.491405725479126, "normalized": 0.51937460934196, "contribution": 0.155812382802588 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6a0a1a0b841406345175532be462ee8f1987fbfbc57fdfbf250448397e36a07e", "id": "6d7d4dd24d5434072de7557523bc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.19119954109191895, "fitness": 0.0, "legacy_fitness": 0.20842109043692586, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07500271499156952, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4113923517356671, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07500271499156952, "normalized": 0.3567395825916495, "contribution": 0.1426958330366598 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6566996574401855, "normalized": 0.5774258417701726, "contribution": 0.1732277525310518 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a90421a01e3fcde2c31c95e6978286105523966613671df0604145abdb873360", "id": "6d8a5dc725477a832734dc0107a1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.300607204437256, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.6309915781021118, "voiceclap": -0.14424853026866913, "fitness": 0.0, "legacy_fitness": 0.23254677847006905, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6487711668014526, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6066595529490318, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6487711668014526, "normalized": 0.7491683850824411, "contribution": 0.29966735403297645 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0439441204071045, "normalized": 0.705078109160333, "contribution": 0.2115234327480999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7c9ed3a04ac12a71e155e739fe8ad9f79a885a4bac82348b799f6412cb9e7ed3", "id": "6d8a86c908a518db24f4ecf521d0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.250029563903809, "wer": 0.0, "identity": 0.7119503021240234, "voiceclap": -0.10953545570373535, "fitness": 0.0, "legacy_fitness": 0.20314264297485352, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.786820650100708, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5868499435721365, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.786820650100708, "normalized": 0.8217031008093421, "contribution": 0.32868124032373686 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.574190139770508, "normalized": 0.5485783214883353, "contribution": 0.16457349644650057 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ae3650b28f24eec4945ee3e1404bd0fc578545fa4118ba22950d5bf3fe01483f", "id": "6d9eb28627f2a82a0128fa5de14c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.231201171875, "wer": 0.0, "identity": null, "voiceclap": -0.09313274919986725, "fitness": 0.0, "legacy_fitness": 0.20005085706710812, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8127049207687378, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6038325656261789, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8127049207687378, "normalized": 0.8336650136738691, "contribution": 0.3334660054695477 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.19689279794692993, "normalized": 0.4191370602751587, "contribution": 0.1257411180825476 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.38606858253479, "normalized": 0.48208480691361233, "contribution": 0.1446254420740837 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a38412d6a56b1ccc4c6e5e913e113c04e28ceb4e83f807d2ff25c6bc886c5e54", "id": "6dd0b2e991739d487236ea0f4d62", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.05148407444357872, "fitness": 0.0, "legacy_fitness": 0.20950005531311033, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5193496942520142, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5235555313325642, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5193496942520142, "normalized": 0.6691256217421166, "contribution": 0.26765024869684667 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.519183874130249, "normalized": 0.5291933117887759, "contribution": 0.15875799353663278 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "10b046500e1104c56a3958d51dcae8bfdc5eed36888d1929b7e899b868bfeaba", "id": "6e2866ed27f3ffdb98a3c03e161c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.078212261199951, "genuineness": 4.036643981933594, "wer": 0.0, "identity": null, "voiceclap": -0.2651211619377136, "fitness": 0.0, "legacy_fitness": 0.1920892834663391, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6487711668014526, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.537549910532865, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6487711668014526, "normalized": 0.7491683850824411, "contribution": 0.29966735403297645 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.256931871175766, "normalized": 0.4578082219230098, "contribution": 0.13734246657690294 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9570192098617554, "normalized": 0.33513363307661903, "contribution": 0.1005400899229857 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d35170ad1d8bcb63060a1acd5b7d47e944bf305ef469a2c14a732a716c709b47", "id": "6e45c86d9b0ca31230bd7797b634", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.395919322967529, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": null, "voiceclap": -0.2734180986881256, "fitness": 0.0, "legacy_fitness": 0.2142709016799927, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8989859819412231, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7113758906482618, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8989859819412231, "normalized": 0.8697055057332984, "contribution": 0.3478822022933194 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6371792554855347, "normalized": 0.6969418163360682, "contribution": 0.20908254490082046 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4782042503356934, "normalized": 0.5147038115137398, "contribution": 0.15441114345412194 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2bdc09e4b6a41d53d3ea3fd7721dc74d1d582c4be81c5523eacd7acb4f5ae9bd", "id": "6e79caaeb912e4ba957f3e4db9a8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.356205940246582, "genuineness": 4.281409740447998, "wer": 0.0, "identity": null, "voiceclap": -0.13079741597175598, "fitness": 0.0, "legacy_fitness": 0.23618177167886673, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9291843175888062, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7031083433272749, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9291843175888062, "normalized": 0.880937757163953, "contribution": 0.3523751028655812 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.5984079837799072, "normalized": 0.8487882013251657, "contribution": 0.2546364603975497 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5a1fa60672c24479a2b0b746e7791387af312223c8abf9789bf25a30b2fb80af", "id": "6e8d9b4e0691bc7e8d38368730ee", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.2702968120574951, "fitness": 0.0, "legacy_fitness": 0.2554190404047524, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05235396325588226, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.36792345251165565, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05235396325588226, "normalized": 0.34156227921472043, "contribution": 0.13662491168588817 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2870571613311768, "normalized": 0.4471708390889426, "contribution": 0.13415125172668277 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "97823a18b9ed5cdddb3423e577e52ee188579fe9c5ed6b12f9416409c5231874", "id": "6eb1a1bb83e3a5e2044f87e97aaa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.6883442401885986, "voiceclap": -0.0021384842693805695, "fitness": 0.0, "legacy_fitness": 0.2034707808494568, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4109592139720917, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.55968329124367, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4109592139720917, "normalized": 0.5953041801002825, "contribution": 0.23812167204011303 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.008710682392120361, "normalized": 0.30442393881608676, "contribution": 0.09132718164482602 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.259568929672241, "normalized": 0.7674481251957699, "contribution": 0.23023443755873096 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4922e8a7a848f1a9164f1590520e8803e020f0687f66a73963830611ff60ca6f", "id": "6ed673f2177013127d6b4718ed5b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.41180419921875, "genuineness": 4.3881025314331055, "wer": 0.0, "identity": null, "voiceclap": -0.10413581132888794, "fitness": 0.0, "legacy_fitness": 0.22086116031784375, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03078371286392212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40585008782319243, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03078371286392212, "normalized": 0.3273416377707763, "contribution": 0.1309366551083105 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.667701005935669, "normalized": 0.5812444830996799, "contribution": 0.17437334492990397 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5f5cff3c2e9f9419de998e461063c756c62cf954a9e72c8c53df3c4c8fe75b9c", "id": "6ef1413868afaf8ab6db67161a7b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.519899368286133, "wer": 0.0, "identity": null, "voiceclap": -0.17330682277679443, "fitness": 0.0, "legacy_fitness": 0.20953197479248045, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4805232286453247, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5251088661337442, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4805232286453247, "normalized": 0.6432604073446435, "contribution": 0.2573041629378574 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11385370790958405, "normalized": 0.3669871011778989, "contribution": 0.11009613035336967 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5092825889587402, "normalized": 0.5256952428083905, "contribution": 0.15770857284251716 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5208af6c6993bdc8f3a1bb88e8b4aa930b6fdf3974535b1ebdfb45492978e4c4", "id": "6fbe99ccbb2d1bf49b6367debda7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.499174118041992, "genuineness": 4.218649387359619, "wer": 0.0, "identity": null, "voiceclap": -0.13635092973709106, "fitness": 0.0, "legacy_fitness": 0.21135792154493144, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.28800883889198303, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5046512748325369, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.28800883889198303, "normalized": 0.5074018210968284, "contribution": 0.20296072843873136 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05172371864318848, "normalized": 0.32945945310662184, "contribution": 0.09883783593198654 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.951533555984497, "normalized": 0.6761757015393965, "contribution": 0.20285271046181896 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e282ca1ad420b5ebe4c821464ff46c0a9caa92b037b9b7369718bde792909c19", "id": "7015b451e694dd41944ef63acebe", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 2, "generation": null, "ce": 6.586543083190918, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.06247091665863991, "fitness": 0.0, "legacy_fitness": 0.21242323160171506, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.015465259552002, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6418188791312125, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.015465259552002, "normalized": 0.9092151591848168, "contribution": 0.36368606367392675 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11504851281642914, "normalized": 0.36772280662130413, "contribution": 0.11031684198639123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6049938201904297, "normalized": 0.5593865782363151, "contribution": 0.16781597347089452 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4655fe31473a00672da4d2cb2c433df75eb711ce876250c8cbd44955e2ef72ba", "id": "701cb5a5ae6ee80ea84fb4e025c3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.046441555023193, "genuineness": 4.319066047668457, "wer": 0.0, "identity": null, "voiceclap": -0.14715123176574707, "fitness": 0.0, "legacy_fitness": 0.1986732745170593, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.029705211520195007, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3348458674706061, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.029705211520195007, "normalized": 0.3266369345066734, "contribution": 0.13065477380266938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.001541823148727417, "normalized": 0.30033491585514194, "contribution": 0.09010047475654258 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0934348106384277, "normalized": 0.3803020630379805, "contribution": 0.11409061891139413 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3a01ce78bcd37d39de4f89a308cb17182585588a64f576e4dc3e5079e51549c9", "id": "7048730a6e637a6be0af18e59a47", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.5668660402297974, "voiceclap": 0.04681171104311943, "fitness": 0.0, "legacy_fitness": 0.2089798879623413, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1146882772445679, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7592814260189813, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1146882772445679, "normalized": 0.9351928862698238, "contribution": 0.37407715450792955 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6156727075576782, "normalized": 0.6845529194983653, "contribution": 0.20536587584950958 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7205069065093994, "normalized": 0.5994613188718073, "contribution": 0.1798383956615422 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "844d9e9dde848c7f15696798e3ad2244996501b5ceb47da47d3a04417c86bc91", "id": "7081e40f220f969f2a6d66ddc3a6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.243753433227539, "wer": 0.0, "identity": 0.7938858270645142, "voiceclap": -0.2613614797592163, "fitness": 0.0, "legacy_fitness": 0.20155606508255003, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04480437934398651, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41586467233507224, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04480437934398651, "normalized": 0.336558131796169, "contribution": 0.13462325271846762 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.790915012359619, "normalized": 0.6234115134973549, "contribution": 0.18702345404920648 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "dbe42075cf8e65b2e1594bb97b36b5790920fce062c53219d5c6b079923c0188", "id": "7090214761202fb5b3a6f56bfc09", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 6.046441555023193, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.4267866313457489, "voiceclap": -0.18858197331428528, "fitness": 0.0, "legacy_fitness": 0.2087149405479431, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3907874822616577, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6951352406604874, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3907874822616577, "normalized": 0.9780804042254425, "contribution": 0.39123216169017705 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2835163474082947, "normalized": 0.47508234066946653, "contribution": 0.14252470220083996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5439367294311523, "normalized": 0.5379279225649011, "contribution": 0.1613783767694703 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d5aee924e36478f3760791c2d7073d63ce8d904e15ec5269135f9c4260ab9679", "id": "715e3cc79087b9b266f8598196f7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.645420074462891, "wer": 0.0, "identity": 0.6070647239685059, "voiceclap": -0.17514413595199585, "fitness": 0.0, "legacy_fitness": 0.21350396633148194, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8989859819412231, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6067711768145654, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8989859819412231, "normalized": 0.8697055057332984, "contribution": 0.3478822022933194 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15925638377666473, "normalized": 0.39526401727077765, "contribution": 0.11857920518123329 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3453638553619385, "normalized": 0.4676992311333757, "contribution": 0.1403097693400127 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f595b7dd9a05f29f96015a152c9dec7db8a355c617649a9dabec1175ae07b56c", "id": "71909b329a2b5d1d6e270ccf8d4c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.23706579208374, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": -0.021710189059376717, "fitness": 0.0, "legacy_fitness": 0.26028666820312535, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.20981672406196594, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4462031098309128, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.20981672406196594, "normalized": 0.45103499254828333, "contribution": 0.18041399701931335 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07442507147789001, "normalized": 0.34299721467743244, "contribution": 0.10289916440322973 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5582382678985596, "normalized": 0.5429664946945659, "contribution": 0.16288994840836976 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f604323b67e5961fff08727b47a00f2216a01b35ed2d2f43899be52fbe97d128", "id": "71950afc816a76ab72e7d5a2f245", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.6272764205932617, "voiceclap": -0.08917272090911865, "fitness": 0.1590688390081159, "legacy_fitness": 0.3181376780162318, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.23084770143032074, "bursts": [ { "label": "Sharp Inhale", "prob": 0.4495100975036621, "labels": [ [ "Sharp Inhale", 0.4495100975036621 ], [ "Exasperated Sigh", 0.21751244366168976 ], [ "Deep Breath", 0.14391237497329712 ] ], "family": "breath", "no_burst_prob": 0.017389429733157158, "start": 5.68, "end": 6.06, "dur": 0.3799999999999999, "locator_confidence": 0.77 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0.022055962117513307, "matched": { "label": "Sharp Inhale", "prob": 0.4495100975036621, "labels": [ [ "Sharp Inhale", 0.4495100975036621 ], [ "Exasperated Sigh", 0.21751244366168976 ], [ "Deep Breath", 0.14391237497329712 ] ], "family": "breath", "no_burst_prob": 0.017389429733157158, "start": 5.68, "end": 6.06, "dur": 0.3799999999999999, "locator_confidence": 0.77 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4979922919518883, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.23084770143032074, "normalized": 0.46614622035540154, "contribution": 0.18645848814216062 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.32076072692871094, "normalized": 0.49935474665622104, "contribution": 0.1498064239968663 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5472371578216553, "normalized": 0.5390912660428714, "contribution": 0.16172737981286142 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "68fc9caf547934cb9c0b645e43518af7037c54489fe76ae963f57dd6df879c33", "id": "71dd2ef750419da8315a0f810066", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 5.967014789581299, "genuineness": 4.65797233581543, "wer": 0.0, "identity": null, "voiceclap": -0.3584722876548767, "fitness": 0.0, "legacy_fitness": 0.2059545302391052, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06853164732456207, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3769555976481196, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06853164732456207, "normalized": 0.3523787458071693, "contribution": 0.14095149832286774 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3035590648651123, "normalized": 0.4529688390307625, "contribution": 0.13589065170922876 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2d07070f7ab662a32ec311260c741a7cfc94fcbe90e7d8e83c190a5d00d6d666", "id": "723be04400b8bcb7a8744717d311", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.157639026641846, "genuineness": 4.482243061065674, "wer": 0.03333333333333333, "identity": 0.5566935539245605, "voiceclap": -0.03023776039481163, "fitness": 0.0, "legacy_fitness": 0.19760663986206053, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5029526948928833, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7370119999181359, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5029526948928833, "normalized": 0.9867481327069996, "contribution": 0.39469925308279985 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.365958034992218, "normalized": 0.5288047419090262, "contribution": 0.15864142257270783 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.757911205291748, "normalized": 0.6122377475420941, "contribution": 0.18367132426262825 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6168ae97cc22b5d0087037e2b6d8a7ff20bfbb8974d8fd85a54fc5de03b9d9a1", "id": "724b09b5ca77f6e3186b2b8bceb7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.09679678082466125, "fitness": 0.0, "legacy_fitness": 0.21002872228622438, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1880271434783936, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6412282920240767, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1880271434783936, "normalized": 0.9503685352025789, "contribution": 0.3801474140810316 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.17359407246112823, "normalized": 0.4043174437091726, "contribution": 0.12129523311275178 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3404133319854736, "normalized": 0.4659521494343113, "contribution": 0.13978564483029338 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "be07f8c4cf9bad936649e8156ff544bf83001dd9d1ff99d8fcdc5ed4e826ca60", "id": "72be1e65b468901f3bdb966d9aa3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.372091293334961, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.6085509061813354, "voiceclap": -0.1494288146495819, "fitness": 0.0, "legacy_fitness": 0.20889264822006223, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.124175548553467, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9034704668649474, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.124175548553467, "normalized": 0.9995867288960957, "contribution": 0.3998346915584383 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.5213366746902466, "normalized": 0.9750568473634578, "contribution": 0.29251705420903734 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.039543628692627, "normalized": 0.7037290703249057, "contribution": 0.2111187210974717 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6554c83fab5384f299be0d11ee0dd5a448fe960bf6a27341f9cf4f75cc4fae01", "id": "73717aa467904d6a746aa002e091", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.300607204437256, "genuineness": 4.808597087860107, "wer": 0.0, "identity": 0.4071398079395294, "voiceclap": -0.04978729411959648, "fitness": 0.0, "legacy_fitness": 0.2147240352630615, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0111511945724487, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7811158608254997, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0111511945724487, "normalized": 0.9079315976717118, "contribution": 0.36317263906868474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.8128695487976074, "normalized": 0.9926053913945236, "contribution": 0.29778161741835707 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.152841806411743, "normalized": 0.40053868112819274, "contribution": 0.12016160433845782 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f31e26d3358baaa937c306828c6fd315efc93f8a2654defccb8ec6062d505b01", "id": "737f8370900f825f319125bd6256", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.425758361816406, "wer": 0.0, "identity": 0.5740039944648743, "voiceclap": -0.009704941883683205, "fitness": 0.0, "legacy_fitness": 0.207416729927063, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.13971343636512756, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4744358879797935, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.13971343636512756, "normalized": 0.4012936743170763, "contribution": 0.16051746972683054 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1231532096862793, "normalized": 0.7288620163616988, "contribution": 0.21865860490850964 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "921e9c806e4cf4ed9cedf19b17884487cb6a2986bb5331da2186a94c54502ea8", "id": "7396507c5060af82a8eb9fca424d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.419747352600098, "genuineness": 4.375550270080566, "wer": 0.0, "identity": 0.5821802616119385, "voiceclap": -0.15872050821781158, "fitness": 0.0, "legacy_fitness": 0.20568496704101563, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5312132835388184, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4958180699441074, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5312132835388184, "normalized": 0.6768772882326956, "contribution": 0.2707509152930782 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1210225522518158, "normalized": 0.3714085784137945, "contribution": 0.11142257352413834 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.08903431892395, "normalized": 0.37881527042296936, "contribution": 0.1136445811268908 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8d6e54891d79103fc66bd014a44355ddbc97c698b316b6cdc6a490b226869156", "id": "7400a410f32de1e09c90ecdc8ae4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.340320587158203, "genuineness": 4.356721878051758, "wer": 0.0, "identity": 0.4700005054473877, "voiceclap": -0.1272193044424057, "fitness": 0.0, "legacy_fitness": 0.20402285575866702, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.4175307750701904, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9277547026428423, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.4175307750701904, "normalized": 0.9999466876029857, "contribution": 0.3999786750411943 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.56434965133667, "normalized": 0.978885176595133, "contribution": 0.29366555297853986 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.3079745769500732, "normalized": 0.780368248743694, "contribution": 0.2341104746231082 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ac835624653133d7bfbc505e725c8dfd7d0454aa3d76e656a6a15c4961af8be8", "id": "7404f05515ba7d748cf4d7c77f21", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.38003396987915, "genuineness": 4.720732688903809, "wer": 0.0, "identity": 0.5652891397476196, "voiceclap": -0.2539955973625183, "fitness": 0.0, "legacy_fitness": 0.21371882677078247, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9291843175888062, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7351495952704719, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9291843175888062, "normalized": 0.880937757163953, "contribution": 0.3523751028655812 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.2919336557388306, "normalized": 0.9436232590788101, "contribution": 0.283086977723643 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9482181072235107, "normalized": 0.3322917156041589, "contribution": 0.09968751468124766 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0ca2339b774d93cea1b380f86c950fd125db5ab31e5c8d870b374d234e6848b5", "id": "746af2f9e163b98a254b72d777f9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.7332844734191895, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.18400676548480988, "fitness": 0.0, "legacy_fitness": 0.19753983052571614, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8127049207687378, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5520094659140762, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8127049207687378, "normalized": 0.8336650136738691, "contribution": 0.3334660054695477 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20884087681770325, "normalized": 0.42678303427444253, "contribution": 0.12803491028233274 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8514070510864258, "normalized": 0.30169516720731937, "contribution": 0.0905085501621958 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0fe2fb4781f2c0637e2059ac05f146a80b187a9a4bc6cb8b186c19f41f5c83b0", "id": "753d08b6a5902b760002ef4ff951", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.337893962860107, "wer": 0.0, "identity": 0.7601861953735352, "voiceclap": -0.08349475264549255, "fitness": 0.0, "legacy_fitness": 0.20557753324508665, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06421759724617004, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4258868958643886, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06421759724617004, "normalized": 0.34948221994010886, "contribution": 0.13979288797604356 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7953155040740967, "normalized": 0.6248937899034204, "contribution": 0.1874681369710261 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6c3194fc798862f239ea9d4387b5e00e75116150cba60558db177e01b83e0361", "id": "754996e514b8e96a167851418c0e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.7233243584632874, "voiceclap": -0.17011314630508423, "fitness": 0.0, "legacy_fitness": 0.20859904050827027, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4524819254875183, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.634749792029456, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4524819254875183, "normalized": 0.6241529086931683, "contribution": 0.24966116347726733 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.701698899269104, "normalized": 0.7327310478963146, "contribution": 0.21981931436889438 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5807909965515137, "normalized": 0.5508977139443143, "contribution": 0.1652693141832943 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0d71e8df6bf82c98b7bd03bad2bef74d0561b7358294ed196e7a74a20065dcff", "id": "754f716248ff8d0ca6e569a4e80f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.197352409362793, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.33458349108695984, "fitness": 0.0, "legacy_fitness": 0.20627156496047971, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7113248109817505, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5761670932047608, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7113248109817505, "normalized": 0.7838190110731271, "contribution": 0.3135276044292509 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.570889711380005, "normalized": 0.5474179980150676, "contribution": 0.16422539940452027 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cd4d1af32d921788a662c4dc38adfa9d501f1c3b7b5f2741cf287ea2d9df4aef", "id": "75e7d1e1e792161bda338eeb9985", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.403861999511719, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.07066240906715393, "fitness": 0.0, "legacy_fitness": 0.20842780113220216, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0844899415969849, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6866559660934758, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0844899415969849, "normalized": 0.9279836894705127, "contribution": 0.3711934757882051 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.31622418761253357, "normalized": 0.4963963269482527, "contribution": 0.1489188980844758 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5928924083709717, "normalized": 0.5551453074026497, "contribution": 0.1665435922207949 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f07d654d616972570e7b483dc68eba8bd23f4201431e83529b5afcd3041dda47", "id": "76505b355081697e844206813ef1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.125868320465088, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.15326623618602753, "fitness": 0.0, "legacy_fitness": 0.2023750925064087, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1535147428512573, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7065134077522623, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1535147428512573, "normalized": 0.9436232509961736, "contribution": 0.37744930039846947 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08637313544750214, "normalized": 0.35020553269037047, "contribution": 0.10506165980711114 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.184760332107544, "normalized": 0.7466748251556059, "contribution": 0.22400244754668178 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d0798896b0e5dbc0c5d70f1feacfe46d27694e487da74d3b616d14892d8954f8", "id": "767b5de39381a002e079d9a3c1a1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.38003396987915, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.4917122423648834, "voiceclap": -0.05595754459500313, "fitness": 0.0, "legacy_fitness": 0.20995319604873658, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2397956848144531, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.800299112324669, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2397956848144531, "normalized": 0.9592621723580457, "contribution": 0.3837048689432183 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.3636220693588257, "normalized": 0.9557276602619188, "contribution": 0.28671829807857563 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.246352434158325, "normalized": 0.4329198176762502, "contribution": 0.12987594530287505 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "afc8a4e6462733dde74b100d4a2300e45ae7140d53614fe377d4b36393e11a6c", "id": "769d2f896d373dfefb1a14d9c16e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.41180419921875, "genuineness": 4.030367851257324, "wer": 0.0, "identity": 0.8228490948677063, "voiceclap": -0.07902058959007263, "fitness": 0.0, "legacy_fitness": 0.19693625926971436, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.937812328338623, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6342422658128924, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.937812328338623, "normalized": 0.8840175112355322, "contribution": 0.3536070044942129 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1054900586605072, "normalized": 0.361850961049329, "contribution": 0.1085552883147987 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.645698308944702, "normalized": 0.5735999100129361, "contribution": 0.1720799730038808 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bcfa10637ea7202858afc699b4a6702ec6bd4324692f89fdefdffede19cd1a97", "id": "772bf56f8099ddb0bd6064a29852", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.340320587158203, "genuineness": 4.356721878051758, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.11541883647441864, "fitness": 0.0, "legacy_fitness": 0.19722209390004478, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.639802808532883, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6236958503723145, "normalized": 0.5659276669838458, "contribution": 0.16977830009515374 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f4ace4bc7dfe7a317507b12b4a54abdc8a85dcb62ff7ae58a72e3ef362b64a13", "id": "7756a928194d3e92b11e1eea8401", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.5852253437042236, "voiceclap": -0.1381700038909912, "fitness": 0.0, "legacy_fitness": 0.24419255419938593, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.16559772193431854, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47917089030123466, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.16559772193431854, "normalized": 0.4195186632918929, "contribution": 0.16780746531675717 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.096750259399414, "normalized": 0.721041236201374, "contribution": 0.2163123708604122 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "04dcc72672f006f78b665a5e271c7d666430aecdd9ec394fe4dff766f65b8e78", "id": "776bf2ab9edbacf83cbcb246d5bd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.475345611572266, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.03927960991859436, "fitness": 0.0, "legacy_fitness": 0.20918626070022583, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6410022974014282, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7267543392053881, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6410022974014282, "normalized": 0.9932207075094988, "contribution": 0.39728828300379954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.37013986706733704, "normalized": 0.5315240861515108, "contribution": 0.15945722584545324 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6258962154388428, "normalized": 0.5666961011871179, "contribution": 0.17000883035613537 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "54bf403f5714e259457bfe29117f2b81ff7acdfe45b8fe4188d4889023d1a6d4", "id": "77f23edf8b8608b72ad1757c386d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.395919322967529, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.4858567416667938, "voiceclap": -0.017354000359773636, "fitness": 0.0, "legacy_fitness": 0.2076810598373413, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7695645093917847, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.624075422771487, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7695645093917847, "normalized": 0.8134348249597341, "contribution": 0.32537392998389364 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07800948619842529, "normalized": 0.3451538589845051, "contribution": 0.10354615769535154 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8723244667053223, "normalized": 0.6505177836408061, "contribution": 0.19515533509224184 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c4478e75b06b638cdc4b87229cdaf2b2450dbbad7df331800013b3d3f31d0f91", "id": "77f85b90bbc3bc0818909aa67aa2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.610371112823486, "genuineness": 4.413206577301025, "wer": 0.0, "identity": null, "voiceclap": -0.03704223781824112, "fitness": 0.0, "legacy_fitness": 0.20948573112487795, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3314189612865448, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49794687585849645, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3314189612865448, "normalized": 0.5387035028335991, "contribution": 0.21548140113343967 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7865145206451416, "normalized": 0.6219274152530461, "contribution": 0.1865782245759138 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9169cf8771c58ad2a2ee725b31e0b1ebcb1e5395393f4d9489655de74f5ab803", "id": "784d8a62264fe57777d291fb07d3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.324435234069824, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.6141979098320007, "voiceclap": -0.11954163014888763, "fitness": 0.0, "legacy_fitness": 0.20660879850387573, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.40394890308380127, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.48005818109035825, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.40394890308380127, "normalized": 0.5903773042803688, "contribution": 0.23615092171214755 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12699659168720245, "normalized": 0.3751061795480426, "contribution": 0.11253185386441278 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2606542110443115, "normalized": 0.43791801837932653, "contribution": 0.13137540551379795 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "55463079896ea3e8b8599568069afd8d59b41865dad3f60f1ac35491cf1a1652", "id": "78cf6d92af4ef353e79f330b9d32", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.213237762451172, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.6695908308029175, "voiceclap": -0.14259982109069824, "fitness": 0.0, "legacy_fitness": 0.20368563413619994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15750887989997864, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44996805733818684, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15750887989997864, "normalized": 0.4138028170534392, "contribution": 0.16552112682137568 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08637313544750214, "normalized": 0.35020553269037047, "contribution": 0.10506165980711114 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.716106414794922, "normalized": 0.5979509023656668, "contribution": 0.17938527070970003 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0bdf27db521af814abf1708eca83a0d43c7c465bba0441bced96074c0e911a6b", "id": "78dbcfb5911967e8e51de0e450fd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.23706579208374, "genuineness": 4.3881025314331055, "wer": 0.0, "identity": 0.33896005153656006, "voiceclap": -0.09083550423383713, "fitness": 0.0, "legacy_fitness": 0.20325855016708372, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4166717529296875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7347158085552509, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4166717529296875, "normalized": 0.9804199250713717, "contribution": 0.3921679700285487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2646981179714203, "normalized": 0.46284782137433855, "contribution": 0.13885434641230157 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.960334539413452, "normalized": 0.678978307048002, "contribution": 0.2036934921144006 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "92f7de0665cae6e8dc05cc368b12f24fe8d7ca42b80a2fce97e3fee0158d5b0c", "id": "78ec4880445696352445f4fb47ff", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.10739491879940033, "fitness": 0.0, "legacy_fitness": 0.2098978567123413, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7479942440986633, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5790706371168886, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7479942440986633, "normalized": 0.8027715244586997, "contribution": 0.3211086097834799 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5186338424682617, "normalized": 0.5289990452345956, "contribution": 0.15869971357037868 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d7ec05f113cb13d5eec3c8f7ac3c3836e86f41797bf90458380961ad75785ccd", "id": "790938cf6a66ea03ed4c97769582", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.205295085906982, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.2794208526611328, "fitness": 0.0, "legacy_fitness": 0.20827352046966552, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6389602605823037, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2566331624984741, "normalized": 0.45761451686591964, "contribution": 0.13728435505977588 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.256253719329834, "normalized": 0.4363790361594285, "contribution": 0.13091371084782855 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "77d9d83b570ebc01cd57d5cf5103d79509e0bd00eabf26add4a6098248a7b2b9", "id": "7918b0703eb3e6cf94ce5a48c743", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.562715530395508, "genuineness": 4.080576419830322, "wer": 0.0, "identity": 0.7276881337165833, "voiceclap": -0.07637841254472733, "fitness": 0.0, "legacy_fitness": 0.20940625522261253, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.031862229108810425, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40069658848245443, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.031862229108810425, "normalized": 0.32804696665144284, "contribution": 0.13121878666057715 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0481393039226532, "normalized": 0.3273416398045801, "contribution": 0.09820249194137402 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.637997627258301, "normalized": 0.5709176996016775, "contribution": 0.17127530988050324 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b7cf9cb04567d82cfceae82778fdc4b2dc09a117c14a59d55cb61d5e3af102b0", "id": "793ebba51ab4573bb832e1263ca4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.157639026641846, "genuineness": 4.419482707977295, "wer": 0.03333333333333333, "identity": 0.5754305124282837, "voiceclap": -0.18845589458942413, "fitness": 0.0, "legacy_fitness": 0.1960899313290914, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2613660097122192, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6860759957082301, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2613660097122192, "normalized": 0.962564196145546, "contribution": 0.38502567845821845 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29083451628685, "normalized": 0.47984718222192974, "contribution": 0.1439541546665789 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.503507137298584, "normalized": 0.5236538752781089, "contribution": 0.15709616258343267 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "74d8af04849e5c5391770642316bd52494bf766673117a2db9f09658d8c7c4e5", "id": "7950b283fad8349cf3b18be27685", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.181467056274414, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": null, "voiceclap": -0.10460954159498215, "fitness": 0.0, "legacy_fitness": 0.2101127099990845, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2139114141464233, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8120046566940031, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2139114141464233, "normalized": 0.9549919178118098, "contribution": 0.38199676712472397 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7841942310333252, "normalized": 0.9915901391624184, "contribution": 0.2974770417487255 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.271655321121216, "normalized": 0.44176949273517885, "contribution": 0.13253084782055366 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e076bcdce654ce339cbe2a9c51d71c8c0378569954394c4440360c593e54603f", "id": "79ad06af5730fed99eb1dad3b471", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.38003396987915, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.3444816768169403, "fitness": 0.0, "legacy_fitness": 0.20807038068771364, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9809528589248657, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7141239267645381, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9809528589248657, "normalized": 0.8985685878049081, "contribution": 0.3594274351219633 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6467376947402954, "normalized": 0.7023772045367394, "contribution": 0.2107131613610218 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3800177574157715, "normalized": 0.479944434271843, "contribution": 0.1439833302815529 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e42238fe68c0ceb6e7eded78d9ac5b81b3f05ac4b2a041b6810f91fc6cf489c5", "id": "79d39a4317af4f8aea7ef3ad83eb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.444586753845215, "wer": 0.0, "identity": 0.7666996717453003, "voiceclap": -0.14155226945877075, "fitness": 0.0, "legacy_fitness": 0.20457464708870243, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05666801333427429, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39336437566022925, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05666801333427429, "normalized": 0.3444344175235011, "contribution": 0.13777376700940044 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5340354442596436, "normalized": 0.5344359843545848, "contribution": 0.16033079530637545 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8db3790de0551f98329836bcd0dc9a337309b28603e513d814ef4f37445823ed", "id": "7a9fa4ecba655b6b3ca2da9efa50", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.7550633549690247, "voiceclap": -0.16419774293899536, "fitness": 0.0, "legacy_fitness": 0.20734382629394532, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3260767459869385, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8567405095894176, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3260767459869385, "normalized": 0.9711807691731107, "contribution": 0.3884723076692443 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.128298759460449, "normalized": 0.9984271276959629, "contribution": 0.2995281383087888 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6137948036193848, "normalized": 0.5624668787046149, "contribution": 0.16874006361138447 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "941c7a567a75f0d98a54218afd5c5502726a20ed6b80981566e1f2872d6e963d", "id": "7abada5bbfcd239078c4ea1e93c1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 5.967014789581299, "genuineness": 4.231201171875, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.2129679024219513, "fitness": 0.0, "legacy_fitness": 0.18877574276924133, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3769860863685608, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4552076505919969, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3769860863685608, "normalized": 0.5713010450402333, "contribution": 0.22852041801609332 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2393084615468979, "normalized": 0.4463985904535173, "contribution": 0.13391957713605518 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8756098747253418, "normalized": 0.30922551813282806, "contribution": 0.09276765543984841 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5caa2e9f46d80ce781dac314754e93df8a66f36679eeb64fa7b130242a36e5fd", "id": "7ae8a717409609baa2b6b8f86098", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.636048436164856, "voiceclap": -0.048897940665483475, "fitness": 0.0, "legacy_fitness": 0.20835228681564333, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1750850677490234, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6681138267267557, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1750850677490234, "normalized": 0.9479187320845923, "contribution": 0.37916749283383694 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.209438294172287, "normalized": 0.4271660898478453, "contribution": 0.1281498269543536 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5384361743927, "normalized": 0.5359883564618839, "contribution": 0.16079650693856518 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c441e91bd96b9629284e638a7085bef00010c03cc27db969ca6936c456d7040c", "id": "7c7fc273e23bc79612e96e889d0b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.300607204437256, "genuineness": 4.833701133728027, "wer": 0.0, "identity": 0.564643383026123, "voiceclap": -0.18068955838680267, "fitness": 0.10767581820487976, "legacy_fitness": 0.21535163640975952, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.37159353494644165, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.3349419832229614, "labels": [ [ "Exasperated Sigh", 0.3349419832229614 ], [ "Relief Sigh", 0.20141473412513733 ], [ "Wistful Sigh", 0.11932656913995743 ] ], "family": "sigh", "no_burst_prob": 6.652261799899861e-05, "start": 5.66, "end": 6.2, "dur": 0.54, "locator_confidence": 0.795 }, { "label": "Sharp Inhale", "prob": 0.6424520015716553, "labels": [ [ "Sharp Inhale", 0.6424520015716553 ], [ "Deep Breath", 0.18379996716976166 ], [ "Exasperated Sigh", 0.07682032138109207 ] ], "family": "breath", "no_burst_prob": 0.0012843291042372584, "start": 9.4, "end": 9.74, "dur": 0.33999999999999986, "locator_confidence": 0.863 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0.0, "matched": { "label": "Sharp Inhale", "prob": 0.6424520015716553, "labels": [ [ "Sharp Inhale", 0.6424520015716553 ], [ "Deep Breath", 0.18379996716976166 ], [ "Exasperated Sigh", 0.07682032138109207 ] ], "family": "breath", "no_burst_prob": 0.0012843291042372584, "start": 9.4, "end": 9.74, "dur": 0.33999999999999986, "locator_confidence": 0.863 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47916554232613806, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.37159353494644165, "normalized": 0.5674642162095598, "contribution": 0.22698568648382392 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2835163474082947, "normalized": 0.47508234066946653, "contribution": 0.14252470220083996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0494298934936523, "normalized": 0.36551717880491397, "contribution": 0.10965515364147418 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3d8386ce0d241b1a02aab5ef367635ab3aab959415804b37e140e7a0bb7fe6bf", "id": "7c86ddb68db52a018b32ae6741e1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 6.038498878479004, "genuineness": 4.457139015197754, "wer": 0.1, "identity": 0.1486579030752182, "voiceclap": -0.06294036656618118, "fitness": 0.0, "legacy_fitness": 0.181805362701416, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.08966326713562, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7831252074193642, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.08966326713562, "normalized": 0.9994832596396653, "contribution": 0.39979330385586614 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2986007630825043, "normalized": 0.48490690255021296, "contribution": 0.14547207076506388 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.3563802242279053, "normalized": 0.7928661093281139, "contribution": 0.23785983279843415 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1d0a41bacccc486eba521f0741034c933f57e9b5b53d87f33e58703e2b2ba5b7", "id": "7d2f2e256df76f34f2e5b371917e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.400654315948486, "wer": 0.0, "identity": null, "voiceclap": -0.11094604432582855, "fitness": 0.0, "legacy_fitness": 0.23099505683169122, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3467877507209778, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.48884280009955183, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3467877507209778, "normalized": 0.5497382248301129, "contribution": 0.21989528993204518 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.683102607727051, "normalized": 0.5865775689400016, "contribution": 0.17597327068200047 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6e1225b321d018ae473f21ad82287bacfbceaeb7de7fdf7b15dfff71e9aab276", "id": "7d88706af699de44d10d53d5933b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.2249250411987305, "wer": 0.0, "identity": 0.5768759250640869, "voiceclap": 0.03994203358888626, "fitness": 0.0, "legacy_fitness": 0.20287245750427244, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9723247289657593, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6454324573598981, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9723247289657593, "normalized": 0.8957702087482267, "contribution": 0.35830808349929066 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7018048763275146, "normalized": 0.5930320695168515, "contribution": 0.17790962085505543 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9cf73284d990a8cc613697cd9d668c6893cd7f6cfe06b2640f5f1118a4339cdb", "id": "7d91f23b064a682d7dc375e5b815", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.324435234069824, "genuineness": 4.2374773025512695, "wer": 0.0, "identity": 0.5837396383285522, "voiceclap": -0.057527851313352585, "fitness": 0.0, "legacy_fitness": 0.2008034610748291, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.381300151348114, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4282061312588109, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.381300151348114, "normalized": 0.5743656987338379, "contribution": 0.22974627949353518 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08756794035434723, "normalized": 0.35092939289808406, "contribution": 0.10527881786942521 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8800103664398193, "normalized": 0.31060344631950176, "contribution": 0.09318103389585053 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "970b6106b935d5cec2482ff0cc2011346eed57fc1e2a90d0cf3a3936d9bdf945", "id": "7d98b2a45719a5b245aad1146517", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.770940780639648, "wer": 0.06666666666666667, "identity": 0.5511854887008667, "voiceclap": -0.19549676775932312, "fitness": 0.0, "legacy_fitness": 0.19919685999552408, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1621428728103638, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7017307955288845, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1621428728103638, "normalized": 0.945373807438494, "contribution": 0.3781495229753976 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2885942757129669, "normalized": 0.47838822967074696, "contribution": 0.14351646890122408 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7227072715759277, "normalized": 0.6002160121742096, "contribution": 0.18006480365226288 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c43201781e8302676191c465afe4117367c2c831e4053a20dd502c4fefba68d1", "id": "7e2fb371a648c8a979fc17f8fd44", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.08707679808139801, "fitness": 0.0, "legacy_fitness": 0.21032232999801637, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.817018985748291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6062740539756106, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.817018985748291, "normalized": 0.8356070948923122, "contribution": 0.3342428379569249 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.652299165725708, "normalized": 0.5758963408521858, "contribution": 0.17276890225565572 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9112286aa0ad125d03f8f40f206ba94c340f673a06c135a0cdcf1cc117fab0ff", "id": "7ea7c6725c1e767bec76e838e9c2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.054384231567383, "genuineness": 4.833701133728027, "wer": 0.0, "identity": null, "voiceclap": -0.04566111043095589, "fitness": 0.0, "legacy_fitness": 0.21165829181671142, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5301347970962524, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.518101078091749, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5301347970962524, "normalized": 0.6761757061088031, "contribution": 0.2704702824435212 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14013946056365967, "normalized": 0.3832809693166601, "contribution": 0.11498429079499803 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2727556228637695, "normalized": 0.44215501617743264, "contribution": 0.1326465048532298 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "72846eba4a45b501fbddd9d28f3ed5236e83a3678174b35e7b87fe6d17afb515", "id": "7ee33f52d1639289700e552667b1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.5407475233078003, "voiceclap": -0.1315138190984726, "fitness": 0.0, "legacy_fitness": 0.21126373767852782, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8601595163345337, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6175192118953845, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8601595163345337, "normalized": 0.8542158763077459, "contribution": 0.34168635052309837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20346423983573914, "normalized": 0.42333875945928795, "contribution": 0.12700162783778637 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.425673007965088, "normalized": 0.49610411178166586, "contribution": 0.14883123353449976 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "af2d06cb2100b80922fbda04da59dfcb3992ad205494cef0b16b5d7518bee19f", "id": "7f78aea56846136e6640bcba6340", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.13078498840332, "wer": 0.0, "identity": 0.5399682521820068, "voiceclap": -0.1353987455368042, "fitness": 0.0, "legacy_fitness": 0.19920841455459595, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6207298040390015, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5439308990733505, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6207298040390015, "normalized": 0.7327310243728619, "contribution": 0.29309240974914474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08756794035434723, "normalized": 0.35092939289808406, "contribution": 0.10527881786942521 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.394869565963745, "normalized": 0.4851989048492684, "contribution": 0.14555967145478052 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "369f4ae15eb226d46afaa60f0cb502e868dc59b8d98c61838837d32d9f18c8ea", "id": "7fb9af0dc28d98499b5d4fd7cf6a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.395919322967529, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.7229171395301819, "voiceclap": 0.010017668828368187, "fitness": 0.0, "legacy_fitness": 0.21200611712187298, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11382915079593658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.435632705688477, "genuineness": 4.168440818786621, "wer": 0.0, "identity": null, "voiceclap": -0.17351917922496796, "fitness": 0.0, "legacy_fitness": 0.2073029933724655, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.008134961128234863, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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[3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.443574905395508, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": -0.046305328607559204, "fitness": 0.0, "legacy_fitness": 0.2074544858932495, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7436801791191101, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5401592727371595, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7436801791191101, "normalized": 0.8005954357579874, "contribution": 0.320238174303195 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07203544676303864, "normalized": 0.3415622739745942, "contribution": 0.10246868219237826 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.126438617706299, "normalized": 0.39150805413862055, "contribution": 0.11745241624158616 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b9b3a69220b09136ad9a4b2f234ed4ec7776e0fc887d6ffc4a9c37f29fc74ece", "id": "80a351abd7613ca1422f7f56d0fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.499174118041992, "genuineness": 4.300237655639648, "wer": 0.0, "identity": null, "voiceclap": -0.0919027179479599, "fitness": 0.0, "legacy_fitness": 0.2049935531616211, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.012449026107788086, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3861349218851108, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.012449026107788086, "normalized": 0.31544706719042326, "contribution": 0.1261788268761693 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.595092535018921, "normalized": 0.5559168863038523, "contribution": 0.16677506589115568 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "eb89c40138798abfd54b7cfa87d8560a6e44dccd61148140e9609c8ac58dd264", "id": "80bc51716d543f823e02f0fa5776", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.284721851348877, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.5127707719802856, "voiceclap": -0.3347699046134949, "fitness": 0.0, "legacy_fitness": 0.21009252309799192, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6940686702728271, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6422163063611374, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6940686702728271, "normalized": 0.7745472620542493, "contribution": 0.3098189048216997 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.8474653363227844, "normalized": 0.80493316601343, "contribution": 0.24147994980402898 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8558075428009033, "normalized": 0.30305817245136213, "contribution": 0.09091745173540863 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "09547dffd1e07e96678c74cb3912c5d2fd27c6d991b6333c9bd20b672ece9e8b", "id": "81492c9f25355da4f89780fa59fa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.316492557525635, "genuineness": 4.218649387359619, "wer": 0.0, "identity": null, "voiceclap": -0.008479446172714233, "fitness": 0.0, "legacy_fitness": 0.20021362304687498, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5978617668151855, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7981699199889486, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5978617668151855, "normalized": 0.9915901401346024, "contribution": 0.396636056053841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3883606791496277, "normalized": 0.5433538371684321, "contribution": 0.16300615115052963 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.3651812076568604, "normalized": 0.7950923759485932, "contribution": 0.23852771278457793 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d62367a6a24a90ab52511116310807cab515d57bff26d8bf30e967a109264675", "id": "8166b2e7c003ea6ede4b047218a8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.262581825256348, "wer": 0.0, "identity": 0.7671072483062744, "voiceclap": -0.15255463123321533, "fitness": 0.0, "legacy_fitness": 0.21060271548983933, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.023234128952026367, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37785114851820817, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.023234128952026367, "normalized": 0.3224217195602569, "contribution": 0.12896868782410276 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.470778226852417, "normalized": 0.512075491165507, "contribution": 0.1536226473496521 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "46c9aa2c9426eff4d7dd0a58f7f41ecc2e3d71099ac5bffb743895b5a41b0820", "id": "8178f89bc269ed8a0213f3daa9b4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.356205940246582, "genuineness": 4.3127899169921875, "wer": 0.0, "identity": 0.6673687696456909, "voiceclap": -0.059789590537548065, "fitness": 0.0, "legacy_fitness": 0.2031628370285034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9464404582977295, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6029634571723375, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9464404582977295, "normalized": 0.8870403223832324, "contribution": 0.35481612895329295 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09712640941143036, "normalized": 0.356739584740249, "contribution": 0.10702187542207471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.353064775466919, "normalized": 0.4704181759898993, "contribution": 0.14112545279696978 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9a7075fed67ba52f4e1c66ae4890afa80294541fcb58c0e5e6199e0f17396702", "id": "81f3f58b57adcb9c802299dc3ea1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.340320587158203, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.27329593896865845, "fitness": 0.0, "legacy_fitness": 0.2077884864807129, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04696139693260193, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38014787882371126, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04696139693260193, "normalized": 0.33798498086549933, "contribution": 0.13519399234619975 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4630773067474365, "normalized": 0.5093493230660009, "contribution": 0.15280479691980026 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "eca6b24cee51969f4260f2eb7cb823fbf9dd3c33ad9ec17736315ff18e6057c1", "id": "81fbc63e795ea4e214031100f388", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.53094482421875, "genuineness": 4.394378662109375, "wer": 0.0, "identity": 0.5582622289657593, "voiceclap": -0.027727734297513962, "fitness": 0.0, "legacy_fitness": 0.20782363891601563, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6724984049797058, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5514652352169596, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6724984049797058, "normalized": 0.7626472088463065, "contribution": 0.3050588835385226 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11863292753696442, "normalized": 0.369932827083125, "contribution": 0.11097984812493751 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2991585731506348, "normalized": 0.45142167851166476, "contribution": 0.13542650355349942 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cf3664cbb038ebed261c2963f0343a26039efc1d3e0704f31f68f9486972eaf9", "id": "8216e68068927d1f244095a3fe67", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.2767791748046875, "genuineness": 4.507347106933594, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.24891690909862518, "fitness": 0.0, "legacy_fitness": 0.19994085311889648, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8731015920639038, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6094488021765667, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8731015920639038, "normalized": 0.8595109953104372, "contribution": 0.3438043981241749 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2434902936220169, "normalized": 0.4491023106818777, "contribution": 0.13473069320456332 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.256253719329834, "normalized": 0.4363790361594285, "contribution": 0.13091371084782855 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4432663b6e840bfb299f46b2380d9dbb7bb5ffe23b352cf6e512723bfa8e7173", "id": "828e42917ba93cee7a5283180409", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.427689552307129, "genuineness": 4.7834930419921875, "wer": 0.0, "identity": null, "voiceclap": -0.10783132910728455, "fitness": 0.0, "legacy_fitness": 0.2160026693344116, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9421263933181763, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6040759736235467, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9421263933181763, "normalized": 0.8855360199118426, "contribution": 0.3542144079647371 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15447714924812317, "normalized": 0.3922584637656805, "contribution": 0.11767753912970415 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.268354892730713, "normalized": 0.4406134217636849, "contribution": 0.13218402652910546 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "866390dadb2d54a5f5a9493e4ef3ca7a767d091427c2a9679631118f3c79e4e0", "id": "82f4e75474607809252408be927b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.3127899169921875, "wer": 0.0, "identity": 0.529119074344635, "voiceclap": -0.13773518800735474, "fitness": 0.0, "legacy_fitness": 0.2025671362876892, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.503171980381012, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5357747416314725, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.503171980381012, "normalized": 0.6584377108803356, "contribution": 0.26337508435213425 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.015879511833190918, "normalized": 0.3085375387259869, "contribution": 0.09256126161779606 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7205069065093994, "normalized": 0.5994613188718073, "contribution": 0.1798383956615422 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cba06aebb392dabc2d5d424518461ad7c13b57566244da4e0a8c8785b20b5ef7", "id": "837bada3532b0e3919221f3b729b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.475345611572266, "genuineness": 4.250029563903809, "wer": 0.0, "identity": null, "voiceclap": -0.11889402568340302, "fitness": 0.0, "legacy_fitness": 0.20338092327117918, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.149200677871704, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6138634488826774, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.149200677871704, "normalized": 0.9427315435318625, "contribution": 0.377092617412745 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09832121431827545, "normalized": 0.3574682322509646, "contribution": 0.10724046967528937 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2430520057678223, "normalized": 0.43176787264881, "contribution": 0.129530361794643 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "64eee32eda06e6fdb05236719f966a6b8226b8fd90e1179e419ab25d98211331", "id": "8382d8aebb9bdf4cdb82615317c4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.332377910614014, "genuineness": 4.545003414154053, "wer": 0.0, "identity": 0.5671238303184509, "voiceclap": -0.1703365296125412, "fitness": 0.0, "legacy_fitness": 0.22495846712481538, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10412253439426422, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42414635791844874, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10412253439426422, "normalized": 0.3765884535646532, "contribution": 0.1506353814258613 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7293081283569336, "normalized": 0.6024777545717662, "contribution": 0.18074332637152987 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0bd881477869df95320ea062c82aa473f90bc5aa44ba34fce2e3c6eebe26a433", "id": "83b39bcafdd575f4423160579c36", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.570657730102539, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.7154655456542969, "voiceclap": -0.07388567179441452, "fitness": 0.0, "legacy_fitness": 0.20716411828994752, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.13755641877651215, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.439217553677719, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.13755641877651215, "normalized": 0.39978399765560174, "contribution": 0.1599135990622407 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7513105869293213, "normalized": 0.6099915117285923, "contribution": 0.18299745351857769 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a188579eb0dd9776af96ccd8063c1f864f25077eb3363b1cfc3962915c22eafc", "id": "83bc738038803197b5cd795afa3d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.403861999511719, "genuineness": 4.362998008728027, "wer": 0.0, "identity": 0.7099645137786865, "voiceclap": -0.15298667550086975, "fitness": 0.0, "legacy_fitness": 0.20513288021087644, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.269674152135849, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43541795147031614, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.269674152135849, "normalized": 0.49415633751319543, "contribution": 0.1976625350052782 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0923471748828888, "normalized": 0.35383023332727626, "contribution": 0.10614906999818287 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2628543376922607, "normalized": 0.4386878215561836, "contribution": 0.13160634646685507 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "78941423b5fe6641720c0bfa3bf20b222ef5b5b4c6a394d9b60b8a16a543e896", "id": "83c7e9ba8f4fbaaf98f2d7ef2a8b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.04, "cfg": 2, "generation": null, "ce": 6.41180419921875, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.2172064483165741, "fitness": 0.0, "legacy_fitness": 0.20791933298110962, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.21520927548408508, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4510369183910608, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.21520927548408508, "normalized": 0.45490378759626116, "contribution": 0.18196151503850447 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.652299165725708, "normalized": 0.5758963408521858, "contribution": 0.17276890225565572 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d5de18fe81dcde2a9e9a345f53aaa166c9e4b0c4dd9246a578b0e2edc5ea56b5", "id": "8434872625a94fb6728c040abbb7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.475345611572266, "genuineness": 4.413206577301025, "wer": 0.0, "identity": null, "voiceclap": -0.09347087144851685, "fitness": 0.0, "legacy_fitness": 0.20746034860610962, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.058605670928955, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6212337886819318, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.058605670928955, "normalized": 0.9213282143824242, "contribution": 0.3685312857529697 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.496906280517578, "normalized": 0.5213200061068718, "contribution": 0.15639600183206154 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "51b4f37c6b763d5b8e9f8434b6e7552b461dd8e0143c76351c0c611d0a7e1cf0", "id": "84a358fe2eccc8a8c4f193da6234", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.109982967376709, "genuineness": 4.720732688903809, "wer": 0.0, "identity": null, "voiceclap": -0.030649811029434204, "fitness": 0.0, "legacy_fitness": 0.20966806173324587, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.31470200419425964, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4733023046575918, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.31470200419425964, "normalized": 0.5266671573258707, "contribution": 0.21066686293034828 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.22437337040901184, "normalized": 0.4367636508679617, "contribution": 0.1310290952603885 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2628543376922607, "normalized": 0.4386878215561836, "contribution": 0.13160634646685507 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1af49228bf7b0c098b6ca923be3703c7bc5665b0f0f3b92e5f2438343447c617", "id": "84ad6e726941229f33ededa1db31", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.443574905395508, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.6751593351364136, "voiceclap": -0.15248633921146393, "fitness": 0.0, "legacy_fitness": 0.20525787591934203, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06421759724617004, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4322696933220189, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06421759724617004, "normalized": 0.34948221994010886, "contribution": 0.13979288797604356 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8591229915618896, "normalized": 0.6461697814288547, "contribution": 0.19385093442865642 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "920e0ff1bb68df5300f1a118de95f56686ad4f26e2d571078efb7afc4209904b", "id": "84bab750622b464a28e4ac6e7503", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.467403411865234, "genuineness": 4.20609712600708, "wer": 0.0, "identity": null, "voiceclap": -0.005487944930791855, "fitness": 0.0, "legacy_fitness": 0.20216347932815554, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.675514578819275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6950396829191667, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.675514578819275, "normalized": 0.9943171589748849, "contribution": 0.397726863589954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1353602409362793, "normalized": 0.3803020888714389, "contribution": 0.11409062666143166 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7535107135772705, "normalized": 0.6107406422259369, "contribution": 0.1832221926677811 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "32037dae446108301ec2bacc30698a41dc3618022b2c378bb5162cda6d8c3c05", "id": "85aadf2c95aa0ec77631c2a1cab5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.340320587158203, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.17312423884868622, "fitness": 0.0, "legacy_fitness": 0.2121817183494568, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7997628450393677, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6672157937381835, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7997628450393677, "normalized": 0.8277503353158702, "contribution": 0.3311001341263481 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6300104260444641, "normalized": 0.6928363681409626, "contribution": 0.2078509104422888 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2309505939483643, "normalized": 0.42754916389848896, "contribution": 0.1282647491695467 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3307154e4c51406860362cd28581579a70d11e3566a995806f4795f54d98d511", "id": "85cf735722656340d0bc8f07a10d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.022613525390625, "genuineness": 4.7081804275512695, "wer": 0.03333333333333333, "identity": 0.5209589600563049, "voiceclap": -0.16239169239997864, "fitness": 0.0, "legacy_fitness": 0.20110892311731973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8040769100189209, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5710890378819522, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8040769100189209, "normalized": 0.829736651837682, "contribution": 0.3318946607350728 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2885942757129669, "normalized": 0.47838822967074696, "contribution": 0.14351646890122408 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9064133167266846, "normalized": 0.3189263608188512, "contribution": 0.09567790824565535 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0c1b0d63c7ab1c971e2e0e9b51bef59e43418c92ce0d5f09583e75d18a035084", "id": "85da6ad7df979827d36d084b1497", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.356205940246582, "genuineness": 4.545003414154053, "wer": 0.03125, "identity": null, "voiceclap": -0.12925070524215698, "fitness": 0.0, "legacy_fitness": 0.2024379190057516, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.41689103841781616, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5042197511228738, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.41689103841781616, "normalized": 0.5994613549540698, "contribution": 0.23978454198162794 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05291852355003357, "normalized": 0.3301666125488495, "contribution": 0.09904998376465485 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5818910598754883, "normalized": 0.5512840845886365, "contribution": 0.16538522537659095 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b1987c8406c0f2a7c733ba2155b1e12de8a857229cf4868d08cf1f1627170e93", "id": "8612003619b7ba325f2e35304c09", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.197352409362793, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.35168910026550293, "voiceclap": -0.32401251792907715, "fitness": 0.0, "legacy_fitness": 0.2075267791748047, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9162421226501465, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6780226440112288, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9162421226501465, "normalized": 0.8762105460069646, "contribution": 0.3504842184027859 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.44839972257614136, "normalized": 0.5820072680499248, "contribution": 0.1746021804149774 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4643149375915527, "normalized": 0.5097874839782184, "contribution": 0.15293624519346552 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0369b3e34bdfbd8697cf69005fc7dec8373415859642590999ab23bc277faaa3", "id": "86bae38d5b40a15b0cafff5ee6bb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.260893821716309, "genuineness": 4.3881025314331055, "wer": 0.0, "identity": 0.6240217685699463, "voiceclap": -0.11861488968133926, "fitness": 0.0, "legacy_fitness": 0.20361597061157227, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6293579339981079, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6467144703717272, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6293579339981079, "normalized": 0.737845985778188, "contribution": 0.29513839431127525 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11385370790958405, "normalized": 0.3669871011778989, "contribution": 0.11009613035336967 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.404785633087158, "normalized": 0.8049331523569412, "contribution": 0.24147994570708234 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0ddc88c18e47d99589be111e0150375df62809e4516bb317a1cb2f4f1a7adf28", "id": "876fc60df88acec93e452f8d9430", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.070269584655762, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.16220751404762268, "fitness": 0.0, "legacy_fitness": 0.20562053680419923, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6410022974014282, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7345946377831565, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6410022974014282, "normalized": 0.9932207075094988, "contribution": 0.39728828300379954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.30621767044067383, "normalized": 0.4898716947361037, "contribution": 0.1469615084208311 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8239188194274902, "normalized": 0.634482821195086, "contribution": 0.1903448463585258 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "88f6213d133dca9ea8a16f722b49b07b016bc6a9d772fb6a60d5c08f7ee3a6df", "id": "87b229aa148783074bea6afa3377", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.14469671249389648, "fitness": 0.0, "legacy_fitness": 0.20796296596527097, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.657515849830704, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11385370790958405, "normalized": 0.3669871011778989, "contribution": 0.11009613035336967 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6897034645080566, "normalized": 0.5888584160087835, "contribution": 0.17665752480263505 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ec18996fc9e88962633f69ec0e81518b9411d01cb5b694af4e466728ab0d0e2a", "id": "88697d8068340e3f504fd9853a88", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.243753433227539, "wer": 0.0, "identity": null, "voiceclap": -0.05220066010951996, "fitness": 0.0, "legacy_fitness": 0.20131778478622436, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6927708387374878, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7086241241381472, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6927708387374878, "normalized": 0.9948039218292861, "contribution": 0.39792156873171447 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0615463256835938, "normalized": 0.710445815331395, "contribution": 0.21313374459941847 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b523ffd03528e3ca9aaa99c93e9fc9ebd2a5229adb763c6557eaefd061519ec2", "id": "886a2c71040d47ef2ea3ade5984f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.459460258483887, "genuineness": 4.344170093536377, "wer": 0.03125, "identity": null, "voiceclap": -0.07822109758853912, "fitness": 0.0, "legacy_fitness": 0.1990744013339281, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05019693076610565, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3683190340961229, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05019693076610565, "normalized": 0.34012962533687696, "contribution": 0.1360518501347508 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.320060968399048, "normalized": 0.4587768833529227, "contribution": 0.1376330650058768 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a2d5f231b7256178b65922d37b776fe86131b4e0be39e4b83102cc407fc179af", "id": "88a52ec6a5335aaf136d9a456571", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.499174118041992, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.7040374875068665, "voiceclap": -0.10355499386787415, "fitness": 0.0, "legacy_fitness": 0.21142649173736572, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04911842942237854, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3690263945129647, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04911842942237854, "normalized": 0.3394141713115657, "contribution": 0.1357656685246263 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2936580181121826, "normalized": 0.449488788724496, "contribution": 0.1348466366173488 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "926f872f3fc3ba62e516a54388ac14999a2762ae0f39a18d0068cea8c49f29b8", "id": "895526dd0578a105dcadaf10aab3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.181467056274414, "genuineness": 4.444586753845215, "wer": 0.0, "identity": 0.7320142984390259, "voiceclap": -0.044384703040122986, "fitness": 0.0, "legacy_fitness": 0.20383667469024658, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.2967374324798584, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9443392546501226, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.2967374324798584, "normalized": 0.9998720340148497, "contribution": 0.3999488136059399 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.2334418296813965, "normalized": 0.9991109751425993, "contribution": 0.29973329254277975 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4487907886505127, "normalized": 0.81552382833801, "contribution": 0.24465714850140297 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e4420d24d2f029f98437786e92acdae56d2c862fd0ad495521169e47413c101a", "id": "896d308c366fdb7b56a796aa0e2d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.284721851348877, "genuineness": 4.319066047668457, "wer": 0.0, "identity": null, "voiceclap": -0.24695253372192383, "fitness": 0.0, "legacy_fitness": 0.20224747896194456, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4557174742221832, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5447295992901047, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4557174742221832, "normalized": 0.6263742679586491, "contribution": 0.25054970718345965 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.008710682392120361, "normalized": 0.30442393881608676, "contribution": 0.09132718164482602 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.951533555984497, "normalized": 0.6761757015393965, "contribution": 0.20285271046181896 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f62b1962baf4282c28ff2949c3c5195d1cc987348123229b1bf072400d0d00da", "id": "89bd4666283445fcc9a89a17b138", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.65797233581543, "wer": 0.0, "identity": 0.5267044305801392, "voiceclap": -0.1056906208395958, "fitness": 0.0, "legacy_fitness": 0.20929045438766478, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2799200117588043, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5150437366549963, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2799200117588043, "normalized": 0.5015583703752533, "contribution": 0.20062334815010133 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.262607216835022, "normalized": 0.4614903927429815, "contribution": 0.13844711782289443 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.683102607727051, "normalized": 0.5865775689400016, "contribution": 0.17597327068200047 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c651db634c0b89aa1a61f571229e334da9435a8604b58debe75f92588ff2b7af", "id": "89c58964ad033560e09e3de635a5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.523001670837402, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.7492907643318176, "voiceclap": -0.08460059016942978, "fitness": 0.0, "legacy_fitness": 0.20582167625427245, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.364903211593628, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6600607710221399, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.364903211593628, "normalized": 0.9755091052616665, "contribution": 0.3902036421046666 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.619295358657837, "normalized": 0.5643901371083175, "contribution": 0.16931704113249527 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a0afc4fce042458972e47073616376df2049a79fb1077563ba72c00522a43e48", "id": "8af6aa4289e3881ea199ff07f9ee", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.292664527893066, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": 0.3591407537460327, "voiceclap": -0.16462291777133942, "fitness": 0.0, "legacy_fitness": 0.21272207975387572, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6444571018218994, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5530045743025571, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6444571018218994, "normalized": 0.7466748590293442, "contribution": 0.29866994361173765 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1066848635673523, "normalized": 0.36258319745346324, "contribution": 0.10877495923603897 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.394869565963745, "normalized": 0.4851989048492684, "contribution": 0.14555967145478052 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c18a98afff57ac78702011d0561c1f0ab4fa70d974b6810b44aeffb320fc4e5f", "id": "8bf7100ab7938df0ea68450caa9c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.469690799713135, "wer": 0.03125, "identity": null, "voiceclap": -0.23985588550567627, "fitness": 0.0, "legacy_fitness": 0.20246061392128467, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11382915079593658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44557528357598924, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11382915079593658, "normalized": 0.38328097421669977, "contribution": 0.15331238968667993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.927330732345581, "normalized": 0.668417219598217, "contribution": 0.2005251658794651 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4385df2e78d7466c3d71a7dbc5bb4929f2c29d408818a94fba9b80eb215d5aec", "id": "8cde8361080b20176e4829f8fe1c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 5.967014789581299, "genuineness": 4.432034492492676, "wer": 0.07142857142857142, "identity": 0.597104549407959, "voiceclap": -0.08453768491744995, "fitness": 0.0, "legacy_fitness": 0.18599850671631948, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.408043622970581, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7573140284005664, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.408043622970581, "normalized": 0.9796648213381638, "contribution": 0.39186592853526553 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3563995659351349, "normalized": 0.5225842586446884, "contribution": 0.1567752775934065 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0131406784057617, "normalized": 0.6955760742396476, "contribution": 0.2086728222718943 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f320064c0e1fe4ee1efbdbb73164d8ea0abfb918a1b86b6c396d89eec7859204", "id": "8ce842687191dd309b5c6a0a7477", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.0305562019348145, "genuineness": 4.337893962860107, "wer": 0.0, "identity": 0.6806632280349731, "voiceclap": -0.06702154129743576, "fitness": 0.0, "legacy_fitness": 0.1989056921005249, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.2190847396850586, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8510563206628761, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.2190847396850586, "normalized": 0.9997806400048312, "contribution": 0.39991225600193253 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5750492811203003, "normalized": 0.6605858223595878, "contribution": 0.19817574670787635 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.572004795074463, "normalized": 0.8432277265102239, "contribution": 0.2529683179530672 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "81d736754e6cc90bf51d0ba469e82e095d7c62a86f1a78e2c89a7234e899c1c9", "id": "8cea83ef642eacb02d94ebdebdf2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.074300289154053, "wer": 0.0, "identity": 0.5061653852462769, "voiceclap": -0.12399747222661972, "fitness": 0.0, "legacy_fitness": 0.19731973648071288, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5085645914077759, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5195356584361329, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5085645914077759, "normalized": 0.6620150388646351, "contribution": 0.26480601554585403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10787966847419739, "normalized": 0.3633159368159479, "contribution": 0.10899478104478437 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.396519660949707, "normalized": 0.4857828728183152, "contribution": 0.14573486184549456 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "69183e65ee97fedbce7b4e03c8a0ae71d63d81ccecebb2883de97072697e5140", "id": "8d5b93b94c0492ba6bc9ca99accf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.125868320465088, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.2243824601173401, "fitness": 0.0, "legacy_fitness": 0.20519930362701416, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1448866128921509, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6619140543047555, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1448866128921509, "normalized": 0.9418287740773834, "contribution": 0.37673150963095337 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2357240468263626, "normalized": 0.44408310107954235, "contribution": 0.1332249303238627 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.455101490020752, "normalized": 0.5065253811664646, "contribution": 0.15195761434993937 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8c00c7ed2be07d372c8ae02bada7def20a82eb2e7b7d64188e60c0975d4bb053", "id": "8d6c33f2268405cc0e3abedfdd0a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.400654315948486, "wer": 0.0, "identity": null, "voiceclap": 0.06147673353552818, "fitness": 0.0, "legacy_fitness": 0.2059551477432251, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3994154930114746, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8396865582672682, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3994154930114746, "normalized": 0.9788851776302625, "contribution": 0.39155407105210505 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.182011365890503, "normalized": 0.9201750473709411, "contribution": 0.27605251421128235 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.645698308944702, "normalized": 0.5735999100129361, "contribution": 0.1720799730038808 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "589c445bfc8b9153a56eb08b197972a2acf5f8a68c9ccb83b1de3aae25f7364f", "id": "8dcfdb0db7f2e6ddbacf255dfcf0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.7282322645187378, "voiceclap": -0.06582777202129364, "fitness": 0.0, "legacy_fitness": 0.2043047618865967, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2397956848144531, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6420289306773135, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2397956848144531, "normalized": 0.9592621723580457, "contribution": 0.3837048689432183 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5598886013031006, "normalized": 0.5435474946321395, "contribution": 0.16306424838964184 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "602b76cb323ff3334bbd3b119bfc051f7b15d9df0fc11b7f45ed83c4f9bba95f", "id": "8eabcf975da2a076316b01a4e4c3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.268857479095459, "wer": 0.0, "identity": 0.6469306945800781, "voiceclap": -0.014754900708794594, "fitness": 0.0, "legacy_fitness": 0.20361334085464478, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7976057529449463, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5938122219667422, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7976057529449463, "normalized": 0.8267516271824219, "contribution": 0.3307006508729688 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.18852916359901428, "normalized": 0.41380282483521236, "contribution": 0.1241408474505637 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.332712411880493, "normalized": 0.4632357454773658, "contribution": 0.13897072364320973 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "634d02b1bac29902710fc41dc3803dc8859527afc04aa256682c068564b9e981", "id": "8ec81b6732df0005d3f784c379fe", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.570657730102539, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.07169587165117264, "fitness": 0.0, "legacy_fitness": 0.22188093231408518, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.16775473952293396, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4515257441059767, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.16775473952293396, "normalized": 0.42104580924720514, "contribution": 0.16841832369888207 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.78871488571167, "normalized": 0.6226697310339799, "contribution": 0.18680091931019396 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4b3c9d11e2e79278b354cf4d73c6fc01a8f36ad765e33e9706978ed1b642457f", "id": "8f26d98ef6a77236a40c8ca2c28b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.443574905395508, "genuineness": 4.017816066741943, "wer": 0.0, "identity": 0.6765843629837036, "voiceclap": -0.02601063996553421, "fitness": 0.0, "legacy_fitness": 0.1988098117639175, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.059903547167778015, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.432475594781351, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.059903547167778015, "normalized": 0.34659443192645323, "contribution": 0.13863777277058129 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8965272903442383, "normalized": 0.6584377363795636, "contribution": 0.19753132091386907 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "00dfb1b48c84d12fbfccbed89ebb54cb607fc48f3df3924105da02b9c874c8d0", "id": "8f86b550aabfe59cf24925bafaf7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.181467056274414, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.5311824083328247, "voiceclap": -0.13807393610477448, "fitness": 0.0, "legacy_fitness": 0.20195385932922363, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.08966326713562, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.911777581218507, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.08966326713562, "normalized": 0.9994832596396653, "contribution": 0.39979330385586614 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7650773525238037, "normalized": 0.9908471285208775, "contribution": 0.29725413855626326 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.079148292541504, "normalized": 0.7157671293545922, "contribution": 0.21473013880637765 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7d61357973c653a9dc22cde74611d90cd3db98ec3ceca6e04b9753183b0cbed8", "id": "8fae22b72453900d98bffcb0e8a4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.0015695542097091675, "fitness": 0.0, "legacy_fitness": 0.20930540800094605, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0240932703018188, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.637203825071192, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0240932703018188, "normalized": 0.9117423287158163, "contribution": 0.36469693148632654 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.17120444774627686, "normalized": 0.4028048276091718, "contribution": 0.12084144828275153 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4523510932922363, "normalized": 0.5055514843403796, "contribution": 0.15166544530211387 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2b0fb3eb4f0b28cb9dd146528dd697f77510cdc100b4676c1ada89f6fe4a1396", "id": "904a3d6a6066b13b30f1b24bdf12", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.395919322967529, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.1223730742931366, "fitness": 0.0, "legacy_fitness": 0.21364330053329467, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.468440294265747, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8031976788782526, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.468440294265747, "normalized": 0.9844679259234704, "contribution": 0.3937871703693882 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5893869996070862, "normalized": 0.6691256207899001, "contribution": 0.20073768623697003 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0131406784057617, "normalized": 0.6955760742396476, "contribution": 0.2086728222718943 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1bcf61fcfeb9fbb32792418266731b2dcf903428c821d46d77c66f82148efc0d", "id": "907c38a26f8c1b822d503e892f5e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.268836498260498, "genuineness": 4.394378662109375, "wer": 0.0, "identity": 0.7931185960769653, "voiceclap": -0.09296566992998123, "fitness": 0.0, "legacy_fitness": 0.20389201402664187, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5581761002540588, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6030230869145983, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5581761002540588, "normalized": 0.6942075703590337, "contribution": 0.2776830281436135 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05530816316604614, "normalized": 0.33158276858618174, "contribution": 0.09947483057585452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2067627906799316, "normalized": 0.7528840939837675, "contribution": 0.22586522819513025 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a0bf4d73d43895c5cdf7423847bb724aef9ac225aa745b77644079250ed12cf6", "id": "90c0bc6c421954f6f4fb4f801c11", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.38003396987915, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.3429751992225647, "voiceclap": -0.22902508080005646, "fitness": 0.0, "legacy_fitness": 0.2083841872215271, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.546093225479126, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8299578985154235, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.546093225479126, "normalized": 0.989187052897899, "contribution": 0.39567482115915964 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.0004006624221802, "normalized": 0.8663657747545329, "contribution": 0.25990973242635984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.667701005935669, "normalized": 0.5812444830996799, "contribution": 0.17437334492990397 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "83100e1c46263d9a0add8a26d350253fe9d6aa7c10f5634d84b8ac29b75fda4a", "id": "90df7028b5c39e466c2160ae06b2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.372091293334961, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.5623328685760498, "voiceclap": -0.20411992073059082, "fitness": 0.0, "legacy_fitness": 0.2130944161882053, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.053432464599609375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3990850180294421, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.053432464599609375, "normalized": 0.34227945472753846, "contribution": 0.13691178189101538 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.598392963409424, "normalized": 0.5570739400478713, "contribution": 0.16712218201436138 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ec246d95cb5637878e6ebaaaa0ba6aae41e37f643c88a60b63d55aaad50b8a7b", "id": "9185e9ac1d3543ea1764a23c38fd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.432034492492676, "wer": 0.07142857142857142, "identity": null, "voiceclap": -0.2543241083621979, "fitness": 0.0, "legacy_fitness": 0.1902024519443512, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1602051556110382, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38542317442050655, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1602051556110382, "normalized": 0.4157061305632324, "contribution": 0.16628245222529298 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08876276016235352, "normalized": 0.35165380356107595, "contribution": 0.10549614106832278 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.08903431892395, "normalized": 0.37881527042296936, "contribution": 0.1136445811268908 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2d8f0756f1768d5982758c40da09505fbbd85c16b7c0aa0c55ecd866c7cb81af", "id": "92308c6a81a477f6d7b42ce06583", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.538887023925781, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.04186210408806801, "fitness": 0.0, "legacy_fitness": 0.21076698303222657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4244406223297119, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47278704349171025, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4244406223297119, "normalized": 0.6047359876725186, "contribution": 0.24189439506900745 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.16045118868350983, "normalized": 0.39601638552706153, "contribution": 0.11880491565811846 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0736327171325684, "normalized": 0.37362577588194784, "contribution": 0.11208773276458435 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ea835e36ce819c287397370ca7c53687c0624abdd1364974136ea114e5940b92", "id": "925b93178c930605a45b1674d06b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.165581703186035, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.6871838569641113, "voiceclap": -0.19961148500442505, "fitness": 0.0, "legacy_fitness": 0.20821153610491516, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1602051556110382, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47149637058238425, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1602051556110382, "normalized": 0.4157061305632324, "contribution": 0.16628245222529298 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2548409700393677, "normalized": 0.4564525381846406, "contribution": 0.13693576145539219 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6093943119049072, "normalized": 0.5609271896723302, "contribution": 0.16827815690169906 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "777c1e24c188f77f826f4c25ef5485554842da52648797e68927b70ee5cb6d21", "id": "92ac9e27ff55eeb427de426748ce", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.38797664642334, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.5445345640182495, "voiceclap": -0.10490557551383972, "fitness": 0.0, "legacy_fitness": 0.20442390203475952, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03833329677581787, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4032220497489032, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03833329677581787, "normalized": 0.3322917327827141, "contribution": 0.13291669311308565 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6842029094696045, "normalized": 0.5869579702280647, "contribution": 0.17608739106841942 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "830008bfae07f706a086c5cff8de248bb756cdae24db024e2f18c61b6649a73f", "id": "932fa29457ad53d2501c1b00649b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.268857479095459, "wer": 0.0, "identity": null, "voiceclap": 0.061041124165058136, "fitness": 0.0, "legacy_fitness": 0.2034942078590393, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1321638524532318, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44818034773014914, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1321638524532318, "normalized": 0.39601638497208325, "contribution": 0.1584065539888333 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.001541823148727417, "normalized": 0.30033491585514194, "contribution": 0.09010047475654258 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.918529748916626, "normalized": 0.6655777299492442, "contribution": 0.19967331898477328 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "93b6563df558a8c0980c6d3c5b9e88a11fe5df23593f5e4a084652f72dd0d928", "id": "9337eaf7d7bf2d6e7059cd8f8bda", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 5.982900142669678, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": 0.013703092001378536, "fitness": 0.0, "legacy_fitness": 0.2074480128288269, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.034019261598587036, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3187888752665172, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.034019261598587036, "normalized": 0.3294594634400896, "contribution": 0.13178378537603583 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.008710682392120361, "normalized": 0.30442393881608676, "contribution": 0.09132718164482602 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9064133167266846, "normalized": 0.3189263608188512, "contribution": 0.09567790824565535 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f45035ff843555709b17c648e152c826ee9c5db86912be280b16fe4ad48301ef", "id": "938e9d89ecb3f453311b3a75adc8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.483288764953613, "genuineness": 4.3127899169921875, "wer": 0.0, "identity": 0.7311868071556091, "voiceclap": -0.011366941034793854, "fitness": 0.0, "legacy_fitness": 0.20506907939910887, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7825065851211548, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5940687381733712, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7825065851211548, "normalized": 0.8196579803348343, "contribution": 0.3278631921339337 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1054900586605072, "normalized": 0.361850961049329, "contribution": 0.1085552883147987 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.508732557296753, "normalized": 0.5255008590821293, "contribution": 0.15765025772463878 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8708e899dbb0d87a6c38cea48d408b47b7aceb57f26ff02e5b3cbb69a2744f82", "id": "93ac1482294667d74fa5103144b0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.586543083190918, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.11107178032398224, "fitness": 0.0, "legacy_fitness": 0.21054041624069214, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4945439100265503, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5770083823399101, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4945439100265503, "normalized": 0.652684455913514, "contribution": 0.2610737823654056 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08278872072696686, "normalized": 0.3480372240880153, "contribution": 0.10441116722640459 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0439441204071045, "normalized": 0.705078109160333, "contribution": 0.2115234327480999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "78f50d7c635f0618e5b601069e587aca9f0b6e948f3b544365018d7074923fab", "id": "93e1ffb172d95bca7b2424966947", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.403861999511719, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.14516302943229675, "fitness": 0.0, "legacy_fitness": 0.21501764297485348, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10304403305053711, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4240678818356979, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10304403305053711, "normalized": 0.37584709130683164, "contribution": 0.15033883652273267 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07323026657104492, "normalized": 0.34227946415793675, "contribution": 0.10268383924738102 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6357972621917725, "normalized": 0.5701506868852807, "contribution": 0.1710452060655842 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a80a6d1868202bc42add576db4a3ec275313c32d8d9fdb2ace2d69895626e98d", "id": "93f2062742c00d11c3d31d9e6f33", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.38003396987915, "genuineness": 4.105680465698242, "wer": 0.0, "identity": 0.7167932391166687, "voiceclap": -0.05626959353685379, "fitness": 0.0, "legacy_fitness": 0.19834252119064333, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8191760778427124, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.585049366957421, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8191760778427124, "normalized": 0.836572627267471, "contribution": 0.3346290509069884 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.477379083633423, "normalized": 0.5144117866209623, "contribution": 0.1543235359862887 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0505fd1a7e4976b19752a9be099618e9b156942ec8d4fbaf0d674cc5427148f1", "id": "93f8ad8a83f3b2c2bdc09aa7501f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.375550270080566, "wer": 0.0, "identity": null, "voiceclap": -0.09555336087942123, "fitness": 0.0, "legacy_fitness": 0.20687636852264404, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8558454513549805, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6127825212775121, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8558454513549805, "normalized": 0.8524213878893052, "contribution": 0.3409685551557221 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09832121431827545, "normalized": 0.3574682322509646, "contribution": 0.10724046967528937 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.574190139770508, "normalized": 0.5485783214883353, "contribution": 0.16457349644650057 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "857e55ef5a0a1f052e674585d8595f4ac6fcc0df9641aae573cc4bd0a8e5def6", "id": "93fe1ecfe4d03fb3c061a0485583", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.21281862258911133, "fitness": 0.0, "legacy_fitness": 0.21078717708587646, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8040769100189209, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5812991160987397, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8040769100189209, "normalized": 0.829736651837682, "contribution": 0.3318946607350728 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1210225522518158, "normalized": 0.3714085784137945, "contribution": 0.11142257352413834 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.323361396789551, "normalized": 0.459939606131762, "contribution": 0.1379818818395286 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "45ae307ebd4a23c71ace8df53b154df61b6178b23ac75ba10fc5646af3e66fea", "id": "9483f619da16a991a4f36f1dace4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.32216209173202515, "voiceclap": -0.23368285596370697, "fitness": 0.0, "legacy_fitness": 0.22047935261096424, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.606489896774292, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8485284501613936, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.606489896774292, "normalized": 0.991941387153094, "contribution": 0.39677655486123764 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.0864267349243164, "normalized": 0.8943502085368402, "contribution": 0.2683050625610521 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.755711078643799, "normalized": 0.6114894424636795, "contribution": 0.18344683273910387 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bf5e083574dd65ea34c6541d2819538c23b7c2163020ef3cbe24cf74615b0e09", "id": "948c91f097207872e6a596885848", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.523001670837402, "genuineness": 4.306513786315918, "wer": 0.03225806451612903, "identity": null, "voiceclap": -0.008760463446378708, "fitness": 0.0, "legacy_fitness": 0.26173153069715355, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5883744955062866, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6280791365266979, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5883744955062866, "normalized": 0.7131123257544568, "contribution": 0.2852449303017827 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.466392755508423, "normalized": 0.8196579878328937, "contribution": 0.2458973963498681 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0dca0117a2dafc490a3dc05966b41c4fa363b201b70b1f35182e33e3eedac778", "id": "94ab005798a6abc858e4b6be15eb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.372091293334961, "genuineness": 4.300237655639648, "wer": 0.0, "identity": 0.669020414352417, "voiceclap": 0.07802063226699829, "fitness": 0.19264632483391392, "legacy_fitness": 0.38529264966782784, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2917836308479309, "bursts": [ { "label": "Sharp Inhale", "prob": 0.5962738394737244, "labels": [ [ "Sharp Inhale", 0.5962738394737244 ], [ "no_burst", 0.3422801196575165 ], [ "Deep Breath", 0.04244799539446831 ] ], "family": "breath", "no_burst_prob": 0.3422801196575165, "start": 4.04, "end": 4.24, "dur": 0.20000000000000018, "locator_confidence": 0.736 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0.4686712378263471, "matched": { "label": "Sharp Inhale", "prob": 0.5962738394737244, "labels": [ [ "Sharp Inhale", 0.5962738394737244 ], [ "no_burst", 0.3422801196575165 ], [ "Deep Breath", 0.04244799539446831 ] ], "family": "breath", "no_burst_prob": 0.3422801196575165, "start": 4.04, "end": 4.24, "dur": 0.20000000000000018, "locator_confidence": 0.736 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4916431638773301, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2917836308479309, "normalized": 0.5101283018680193, "contribution": 0.20405132074720772 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.845921516418457, "normalized": 0.6418026300201901, "contribution": 0.19254078900605703 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f27a4729a9d0b1c73b72887b93bd56e583a76af3fa55c42da3c34b0ee1f5d35c", "id": "94c732b4cd330fbd565a3b332b79", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.6308876276016235, "voiceclap": -0.21164439618587494, "fitness": 0.0, "legacy_fitness": 0.21133926391601562, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5171926617622375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4999957639412272, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5171926617622375, "normalized": 0.6677082672172858, "contribution": 0.26708330688691434 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.056502968072891235, "normalized": 0.33229174315156174, "contribution": 0.09968752294546852 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2782561779022217, "normalized": 0.4440831136961477, "contribution": 0.1332249341088443 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fe65b0c6a465881a43a7b4db2448f5fcc72375fc5c56e9a8a73d69183aeb19d7", "id": "94d49704abf016f76b5844409cf1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.6988463401794434, "voiceclap": -0.2010258138179779, "fitness": 0.0, "legacy_fitness": 0.22104199921870926, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09872998297214508, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41735144574437505, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09872998297214508, "normalized": 0.37288621703796865, "contribution": 0.14915448681518748 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6478986740112305, "normalized": 0.574365695933482, "contribution": 0.1723097087800446 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d8dbca09fb3b46c4ee13a3f6afc16061fa95808c90432196605f39448427f334", "id": "95078d8387f71c31f32eaab240d2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.48175865411758423, "voiceclap": -0.1480308175086975, "fitness": 0.0, "legacy_fitness": 0.29027920803898827, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0370354652404785, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6842296291486484, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0370354652404785, "normalized": 0.9154342776486643, "contribution": 0.3661737110594657 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.015879511833190918, "normalized": 0.3085375387259869, "contribution": 0.09256126161779606 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.202362537384033, "normalized": 0.7516488549046221, "contribution": 0.2254946564713866 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3f3f384010f9397e0ba17fcb9e6c2b6a01b78cf4e9d2879464d70011f3293542", "id": "950e0aaca497deea03e2704fe7d2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.316492557525635, "genuineness": 4.65797233581543, "wer": 0.10714285714285714, "identity": 0.7268974781036377, "voiceclap": -0.12938624620437622, "fitness": 0.0, "legacy_fitness": 0.18856847924845557, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.179399013519287, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6697770618461707, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.179399013519287, "normalized": 0.9487457731979718, "contribution": 0.37949830927918876 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.244685098528862, "normalized": 0.44987523933616425, "contribution": 0.13496257180084928 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4867300987243652, "normalized": 0.5177206025537757, "contribution": 0.1553161807661327 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d9960f10d6eb39490a96670902a20a4bd4043926e0a75016db52c5b2bc71dd95", "id": "950f99e0ac7f3d7653e8623a90df", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.808597087860107, "wer": 0.0, "identity": null, "voiceclap": -0.27634668350219727, "fitness": 0.0, "legacy_fitness": 0.21508145570755005, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.810547947883606, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7086315813831785, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.810547947883606, "normalized": 0.8326884668370305, "contribution": 0.3330753867348122 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9000368714332581, "normalized": 0.8277503230134068, "contribution": 0.24832509690402202 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2210495471954346, "normalized": 0.4241036591478142, "contribution": 0.12723109774434427 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "270b522fb3989d4652549a014e393e4bfb2bb63a0db902f343a7aa5e7b32ef0a", "id": "9645abbd9c69025dc72357ee743b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 5.967014789581299, "genuineness": 4.256305694580078, "wer": 0.0, "identity": null, "voiceclap": -0.2305779755115509, "fitness": 0.0, "legacy_fitness": 0.19591286420822143, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5883744955062866, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5451210366925638, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5883744955062866, "normalized": 0.7131123257544568, "contribution": 0.2852449303017827 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.25394484400749207, "normalized": 0.4558716685148585, "contribution": 0.13676150055445754 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1814451217651367, "normalized": 0.41038201945441216, "contribution": 0.12311460583632364 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9fac660ca184c32c06e17ac687447d2e3061f0df8d09297fa3c195343ad13494", "id": "96a2bb9db83194a4fca63e9406f2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.595211505889893, "wer": 0.0, "identity": null, "voiceclap": -0.20872008800506592, "fitness": 0.0, "legacy_fitness": 0.21189133882522582, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.612101674079895, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5055821830321805, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.612101674079895, "normalized": 0.7275661835490499, "contribution": 0.29102647341961996 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.008710682392120361, "normalized": 0.30442393881608676, "contribution": 0.09132718164482602 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1825451850891113, "normalized": 0.4107617598924485, "contribution": 0.12322852796773455 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1c696a1d6f0699a77afa6aa6dba5fe4615f81376f05f9f4a240e134e1e8de76d", "id": "96a759049bbbb33d997b8075542e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.381826400756836, "wer": 0.0, "identity": null, "voiceclap": -0.15130910277366638, "fitness": 0.0, "legacy_fitness": 0.20596100330352782, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2685956358909607, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.501821068705918, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2685956358909607, "normalized": 0.4933772455773563, "contribution": 0.19735089823094254 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.057145595550537, "normalized": 0.7091081415504378, "contribution": 0.21273244246513132 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e1af555231d96b09e83f0f32e06887e510cf4c79dc97387643e7b3afc17c2dfc", "id": "96b4eb0cbae1478ec254083d14c4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.395919322967529, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.11081655323505402, "fitness": 0.0, "legacy_fitness": 0.21364330053329467, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0672338008880615, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6559066947341614, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0672338008880615, "normalized": 0.9235966347860832, "contribution": 0.3694386539144333 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12341216206550598, "normalized": 0.3728862132697386, "contribution": 0.11186586398092158 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.669901132583618, "normalized": 0.5820072561293549, "contribution": 0.17460217683880647 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "feb87754bdf151fd8bc010a7f3cdae42ef9df2fdb2f4ec370c5aaa39032e2791", "id": "96fae9759b0fa8ec14e069ce5562", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.545003414154053, "wer": 0.0, "identity": 0.5627108812332153, "voiceclap": -0.04291800409555435, "fitness": 0.0, "legacy_fitness": 0.2408794810343226, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.21574853360652924, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45130864649196273, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.21574853360652924, "normalized": 0.45529091077672196, "contribution": 0.18211636431068878 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05172371864318848, "normalized": 0.32945945310662184, "contribution": 0.09883783593198654 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6291964054107666, "normalized": 0.5678481541642914, "contribution": 0.1703544462492874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9d6865cd60af5979ea9510682be31c6ec0f7e648dddad9954265ace5aaedb15d", "id": "9708b74e25688da9b2d4dc67fbe8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.6191660165786743, "voiceclap": -0.1766187697649002, "fitness": 0.0, "legacy_fitness": 0.20866284132003785, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0801759958267212, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6497553562911453, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0801759958267212, "normalized": 0.9269054866867481, "contribution": 0.3707621946746993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3213581144809723, "normalized": 0.4997443279862263, "contribution": 0.14992329839586788 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2386515140533447, "normalized": 0.43023287740192706, "contribution": 0.12906986322057812 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6ab1e39205fe51739b687b73419728c9c41bc61fe7fe55ee36c98828f100d570", "id": "97a74ceb522f16fa28ce8af2ba63", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.074300289154053, "wer": 0.06451612903225806, "identity": 0.6463198661804199, "voiceclap": 0.1196250468492508, "fitness": 0.0, "legacy_fitness": 0.1848123382752942, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8135641813278198, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7466938569762755, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8135641813278198, "normalized": 0.9972924995918283, "contribution": 0.39891699983673135 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1652304232120514, "normalized": 0.3990297167679936, "contribution": 0.11970891503039807 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.233165979385376, "normalized": 0.760226473697154, "contribution": 0.2280679421091462 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d9fe01075c27f300051f75588b0ea080743006ea5ca6484a71405ff6eff6b175", "id": "97b26a9814730a63e283c2cef723", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.419747352600098, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.6350364685058594, "voiceclap": 0.02254883199930191, "fitness": 0.0, "legacy_fitness": 0.21211790561676025, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.053432464599609375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4105213709109252, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.053432464599609375, "normalized": 0.34227945472753846, "contribution": 0.13691178189101538 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.740309238433838, "normalized": 0.6062395367002187, "contribution": 0.1818718610100656 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8448aac007c9dd3ec304f2ebbf5a4fc01f31763e8281c2405f00abca74128cfa", "id": "98799ba18bfe8ed990730940e291", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.356205940246582, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.17936579883098602, "fitness": 0.0, "legacy_fitness": 0.20739916563034055, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06206056475639343, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40938963241629844, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06206056475639343, "normalized": 0.3480372193433697, "contribution": 0.1392148877373479 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05530816316604614, "normalized": 0.33158276858618174, "contribution": 0.09947483057585452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6324968338012695, "normalized": 0.5689997136769868, "contribution": 0.170699914103096 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9fb90f3e5645fa94827a9371f17eac538118709ca23a4814ba8e0bf535ef3817", "id": "988961b93bd4087676d934f2d7ba", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.808597087860107, "wer": 0.0, "identity": null, "voiceclap": -0.230664923787117, "fitness": 0.0, "legacy_fitness": 0.2135326337814331, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.20765969157218933, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37683657105454443, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.20765969157218933, "normalized": 0.44948874654289644, "contribution": 0.1797954986171586 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.941617488861084, "normalized": 0.3301666438750197, "contribution": 0.09904999316250591 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5fda1faae9e9755603c17bd3fcffc756fcbc6b7693e801587519a512b5ba8747", "id": "997d42ea23f6c6c6d81a2e7ea0a3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.080576419830322, "wer": 0.03125, "identity": null, "voiceclap": 0.14554265141487122, "fitness": 0.0, "legacy_fitness": 0.19015132457017897, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4166717529296875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8240256730440412, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4166717529296875, "normalized": 0.9804199250713717, "contribution": 0.3921679700285487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5117245316505432, "normalized": 0.6219274511816748, "contribution": 0.18657823535450244 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4575917720794678, "normalized": 0.8175982255366333, "contribution": 0.24527946766098999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f80dde6d13b6b0399af9d3c69f25987877a08e6c9531804da8979ee211e855d4", "id": "99a67f27d1eca9ca61962518395b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.06363587081432343, "fitness": 0.0, "legacy_fitness": 0.21037441730499268, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.28423404693603516, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46126796961309235, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.28423404693603516, "normalized": 0.5046749944820048, "contribution": 0.20186999779280193 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.55218768119812, "normalized": 0.5408356090706857, "contribution": 0.1622506827212057 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "be0e6693081ce8991345039521bae4d5dc3f8dbaacf510ad4036e0b66f7f78ac", "id": "99a957d3ec437eed418cb846ed24", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.4, "cfg": 3, "generation": null, "ce": 6.24500846862793, "genuineness": 4.331617832183838, "wer": 0.03333333333333333, "identity": 0.5024296045303345, "voiceclap": 0.013964499346911907, "fitness": 0.0, "legacy_fitness": 0.19523338707288107, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4598121643066406, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6791380108573526, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4598121643066406, "normalized": 0.9838478525601682, "contribution": 0.3935391410240673 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.32055535912513733, "normalized": 0.49922081787236644, "contribution": 0.14976624536170993 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.303009033203125, "normalized": 0.45277541490525147, "contribution": 0.13583262447157543 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "56b73838911fbd4e9c65af5e8da74d4e21cf3c657935fab4dc463d9baf177ff3", "id": "99e605258040ec89652c1e8e2cdf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": 0.5344107151031494, "voiceclap": -0.02383335866034031, "fitness": 0.0, "legacy_fitness": 0.21365500688552855, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4190480709075928, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4668210703377617, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4190480709075928, "normalized": 0.6009702964313874, "contribution": 0.240388118572555 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11146408319473267, "normalized": 0.3655171481099594, "contribution": 0.10965514443298781 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.119837999343872, "normalized": 0.38925935777406306, "contribution": 0.11677780733221892 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "816f1318da7d6f28658a7697b36abed7285e3ba47eee0a0693167cc3543d39af", "id": "9a1a968789d27a3787a6d1067bda", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.400654315948486, "wer": 0.0, "identity": 0.6851181983947754, "voiceclap": -0.04906003177165985, "fitness": 0.0, "legacy_fitness": 0.20678912878036498, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9895809888839722, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5957981232980483, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9895809888839722, "normalized": 0.9013118374162166, "contribution": 0.3605247349664866 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11265890300273895, "normalized": 0.36625188390122715, "contribution": 0.10987556517036814 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2034475803375244, "normalized": 0.4179927438706451, "contribution": 0.12539782316119352 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f96de7b78e348ac20319e151091ee3def0d0e361243be2d98640b983fa3db1d9", "id": "9a23b03fae8873f3a4e8fb368534", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.24500846862793, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": 0.4154982566833496, "voiceclap": -0.19307585060596466, "fitness": 0.0, "legacy_fitness": 0.20918301582336424, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.055589497089385986, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3834720549996331, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.055589497089385986, "normalized": 0.3437155311257908, "contribution": 0.1374862124503163 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4257419109344482, "normalized": 0.49612851150077364, "contribution": 0.1488385534502321 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "655a65dde9dd8eaf9d31f2042ad785e3f84faccebac34d7bbc9afb937789140f", "id": "9ab6469a19fd24171226b516f961", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.459460258483887, "genuineness": 4.124508857727051, "wer": 0.0, "identity": null, "voiceclap": -0.1142110675573349, "fitness": 0.0, "legacy_fitness": 0.20000462532043456, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2254551500082016, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4865803314485769, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2254551500082016, "normalized": 0.46226601336067724, "contribution": 0.1849064053442709 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.975736379623413, "normalized": 0.6838583782777219, "contribution": 0.20515751348331657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4b3d5d2868e64be3805f3e3719aee4efcbd285fad85c3624e33cdfa2591808fa", "id": "9b46b792be60254c24ee3e2cf36c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.193545341491699, "wer": 0.0, "identity": 0.5228241682052612, "voiceclap": 0.026854034513235092, "fitness": 0.0, "legacy_fitness": 0.20862393973797824, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06637461483478546, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4313554187869781, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06637461483478546, "normalized": 0.3509293950341309, "contribution": 0.14037175801365237 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.854722499847412, "normalized": 0.6447161665543714, "contribution": 0.1934148499663114 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "08caa7ae2f5024d7eb5738ae36e49fabf6acda61399eee16c34242935911ad64", "id": "9c39a21f3efd90e87df18a4c028c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.260893821716309, "genuineness": 4.6705241203308105, "wer": 0.03571428571428571, "identity": 0.6696680784225464, "voiceclap": -0.1979200839996338, "fitness": 0.0, "legacy_fitness": 0.2031523492506572, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3419344425201416, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4614623465155959, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3419344425201416, "normalized": 0.5462573128520447, "contribution": 0.2185029251408179 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3833181858062744, "normalized": 0.481111834858197, "contribution": 0.14433355045745908 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f0c19875f4e4ceeb37604730b53a2590091898a2cc41f95d7bb7856aaeb1eeb8", "id": "9c54e02ed47e41a6fdf7ea76126d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.2374773025512695, "wer": 0.0, "identity": null, "voiceclap": -0.06426654756069183, "fitness": 0.0, "legacy_fitness": 0.20344157269986377, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14995929598808289, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43360426459940005, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14995929598808289, "normalized": 0.40848442971801924, "contribution": 0.16339377188720772 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.0008477866649627686, "normalized": 0.29897745051780944, "contribution": 0.08969323515534283 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7271077632904053, "normalized": 0.6017241918561651, "contribution": 0.18051725755684953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b1c96546e28edd7e89ec5a2238a7ebbe34365efd99f8955dffa4151890bc3f88", "id": "9cad253df82b5a5f6cdeff5dd7c0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 2, "generation": null, "ce": 6.467403411865234, "genuineness": 4.720732688903809, "wer": 0.0, "identity": null, "voiceclap": -0.025700464844703674, "fitness": 0.0, "legacy_fitness": 0.21502936840057374, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8644735813140869, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6047625372991676, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8644735813140869, "normalized": 0.8559956393641556, "contribution": 0.34239825574566224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1861395388841629, "normalized": 0.4122816193504827, "contribution": 0.1236844858051448 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3299620151519775, "normalized": 0.4622659858278687, "contribution": 0.13867979574836062 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "43ec7903a1e65841da7c63712dc90a92ef3e86632b30df42bf8498d61d4ebc06", "id": "9ccb98719a5bece7db452f5dce8d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.356205940246582, "genuineness": 4.607763767242432, "wer": 0.03225806451612903, "identity": null, "voiceclap": -0.16923846304416656, "fitness": 0.0, "legacy_fitness": 0.21142383161539957, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11382915079593658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4025459820369216, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11382915079593658, "normalized": 0.38328097421669977, "contribution": 0.15331238968667993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.462252378463745, "normalized": 0.5090572657641743, "contribution": 0.15271717972925228 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "297352b81c6b9a033c42b6ac7b39d47cb2d24548b9658ccd0edd90f7e126d127", "id": "9d76805563e8de600a00b1929d79", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.796044826507568, "wer": 0.0, "identity": 0.5539549589157104, "voiceclap": -0.1797437071800232, "fitness": 0.0, "legacy_fitness": 0.21560163021087647, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6315149068832397, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6784582883325345, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6315149068832397, "normalized": 0.7391168082369886, "contribution": 0.2956467232947954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.2489205598831177, "normalized": 0.935192895219344, "contribution": 0.28055786856580317 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9746211767196655, "normalized": 0.3408456549064531, "contribution": 0.10225369647193593 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "593827bd9a23fea2a23af5f1f9f666dedd05a55fd6c036b03da9b45ff5b8d237", "id": "9d9df26e90412a048794a302f18d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.04, "cfg": 1.5, "generation": null, "ce": 6.356205940246582, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.13373884558677673, "fitness": 0.0, "legacy_fitness": 0.2070853590965271, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06206056475639343, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4402606052587775, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06206056475639343, "normalized": 0.3480372193433697, "contribution": 0.1392148877373479 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9735360145568848, "normalized": 0.6831631248576189, "contribution": 0.20494893745728565 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "599581dd951096ca7d43469a00dec483b4d30198ccc1a5006ca494cd5a32bca5", "id": "9ddd439c495b18fe09ad6caca438", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.173524379730225, "genuineness": 4.469690799713135, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.19525450468063354, "fitness": 0.0, "legacy_fitness": 0.19753363116582232, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1276304721832275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6855497516458483, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1276304721832275, "normalized": 0.938105479357578, "contribution": 0.37524219174303125 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29934751987457275, "normalized": 0.48539355667639056, "contribution": 0.14561806700291716 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5752902030944824, "normalized": 0.5489649763329997, "contribution": 0.1646894928998999 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c38563146492acbf77faae465bf866194d3df671cf0d806ad2024e39eec85243", "id": "9e07c779e0769774a8b6feb6f4e1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.24500846862793, "genuineness": 4.545003414154053, "wer": 0.0, "identity": 0.48998671770095825, "voiceclap": -0.16141122579574585, "fitness": 0.0, "legacy_fitness": 0.20730021238327023, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3149716556072235, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46257765798314326, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3149716556072235, "normalized": 0.5268615316894555, "contribution": 0.2107446126757822 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06367179751396179, "normalized": 0.33655812711137745, "contribution": 0.10096743813341323 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.444822072982788, "normalized": 0.5028853572464927, "contribution": 0.1508656071739478 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "094897a57eb0c21450c1bf421d7a39c6b6ebcd5a104e6689d27815844cf8edca", "id": "9e2d67244fc8aa7ba2c02adb573a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.8588056564331055, "wer": 0.03333333333333333, "identity": 0.5373226404190063, "voiceclap": -0.256259560585022, "fitness": 0.0, "legacy_fitness": 0.20924061640103658, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3802216351032257, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45346664211212506, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3802216351032257, "normalized": 0.5735999488213226, "contribution": 0.22943997952852904 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.23512664437294006, "normalized": 0.443697369493958, "contribution": 0.1331092108481874 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8558075428009033, "normalized": 0.30305817245136213, "contribution": 0.09091745173540863 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0043598bdb0c1ca891518145b4e20efe9515234ad7f41e0134104cf4c0aee4a4", "id": "9e432441bc209f01bc848e89a3ee", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.11956951767206192, "fitness": 0.0, "legacy_fitness": 0.23591008280965808, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.36835798621177673, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5046828393694771, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.36835798621177673, "normalized": 0.5651590248114008, "contribution": 0.22606360992456032 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.056502968072891235, "normalized": 0.33229174315156174, "contribution": 0.09968752294546852 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7117059230804443, "normalized": 0.5964390216648275, "contribution": 0.17893170649944826 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "27219bc2463765760224b98e43c1bbcc7655c8002119e99a3feb0e0bb33cd2da", "id": "9f049f18529ba7677d68be724cb6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.324435234069824, "genuineness": 3.6663577556610107, "wer": 0.0, "identity": null, "voiceclap": 0.09182356297969818, "fitness": 0.0, "legacy_fitness": 0.24641768306096296, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7790517807006836, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7934599810772278, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7790517807006836, "normalized": 0.9967235446460143, "contribution": 0.3986894178584057 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.18554213643074036, "normalized": 0.41190152522210627, "contribution": 0.12357045756663187 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.9064433574676514, "normalized": 0.9040003521739675, "contribution": 0.2712001056521902 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a713d1e8b6071082bfa12dcd10af806d8428e240f6cef40604ccd6276a1cb2d7", "id": "9f82184c51a1413547c4f6c99515", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.332377910614014, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.5635963678359985, "voiceclap": -0.053941912949085236, "fitness": 0.0, "legacy_fitness": 0.19919668912887573, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7531675100326538, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7215984178583785, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7531675100326538, "normalized": 0.9962285638151607, "contribution": 0.3984914255260643 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.23333442211151123, "normalized": 0.4425404865792949, "contribution": 0.13276214597378846 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8239188194274902, "normalized": 0.634482821195086, "contribution": 0.1903448463585258 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "db673249ece4293ff7e1f39bbe60e984b1b4b379855f76127b313587b3e67265", "id": "9f83db9cbbb64154aaf2c12ef6d3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.197352409362793, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.6526510715484619, "voiceclap": -0.1081707626581192, "fitness": 0.0, "legacy_fitness": 0.20689916610717773, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8040769100189209, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6425575776201818, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8040769100189209, "normalized": 0.829736651837682, "contribution": 0.3318946607350728 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4268932044506073, "normalized": 0.5682321017969525, "contribution": 0.17046963053908573 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.344263792037964, "normalized": 0.46731095448674437, "contribution": 0.1401932863460233 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "17faa4be5a1f13a717c0c0ee32a2e102352c501083a7323cdcbf910df74a28f5", "id": "a011b87ee385403458fba19e7846", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.149696350097656, "genuineness": 4.093128204345703, "wer": 0.0, "identity": null, "voiceclap": -0.23323297500610352, "fitness": 0.0, "legacy_fitness": 0.19457365036010743, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.13647790253162384, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43072437821740406, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.13647790253162384, "normalized": 0.39902971398746484, "contribution": 0.15961188559498596 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.643498182296753, "normalized": 0.5728339295312939, "contribution": 0.17185017885938816 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "676f99c4893d1343e1535e8d80ae3b7e3ae94fcd64ba32aa08bd8f42bb81c391", "id": "a0494d98478af96f2a0d64d67610", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.443574905395508, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.15000249445438385, "fitness": 0.0, "legacy_fitness": 0.21247531890869142, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6638703346252441, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5412065634989034, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6638703346252441, "normalized": 0.7577923553573727, "contribution": 0.3031169421429491 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04574969410896301, "normalized": 0.3259328400531387, "contribution": 0.09777985201594161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3453638553619385, "normalized": 0.4676992311333757, "contribution": 0.1403097693400127 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "84304892e4bb279a6e67b2ffa7bdf2b13f0bdb60a3bcd1ae37f53ac5cac9d493", "id": "a0803f157a69f91b86a5536f7128", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.306513786315918, "wer": 0.0, "identity": null, "voiceclap": -0.20588117837905884, "fitness": 0.0, "legacy_fitness": 0.20503130912780762, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.90761399269104, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6296848571250006, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.90761399269104, "normalized": 0.8729869855973631, "contribution": 0.3491947942389453 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.637997627258301, "normalized": 0.5709176996016775, "contribution": 0.17127530988050324 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6c12e0182382d1134bd27b4eba099e0ad83661c6a8a3f44767ed95310a5583f8", "id": "a0892455bcd1028c7381aa0b3040", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.6083959937095642, "voiceclap": -0.0822681337594986, "fitness": 0.0, "legacy_fitness": 0.2072162055969238, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1276304721832275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6720934253949546, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1276304721832275, "normalized": 0.938105479357578, "contribution": 0.37524219174303125 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2733604609966278, "normalized": 0.4684759138484892, "contribution": 0.14054277415454675 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4960811138153076, "normalized": 0.521028198324589, "contribution": 0.1563084594973767 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "780769e5fe3eac20f04b8fadc9c8d40042f79d6a0e2f6920aefa5a9fe20b997e", "id": "a0f956e3e793f13a5686119647a5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.443574905395508, "genuineness": 4.218649387359619, "wer": 0.0, "identity": 0.7078476548194885, "voiceclap": -0.006600894033908844, "fitness": 0.0, "legacy_fitness": 0.20211985826492307, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.009213477373123169, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3544250590277772, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.009213477373123169, "normalized": 0.31336727042621615, "contribution": 0.12534690817048647 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2518529891967773, "normalized": 0.43484093313323924, "contribution": 0.13045227993997177 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "73fddcd2327f4e02588a66a174a5689cf999e71eb66283b1a6337ca1066d0716", "id": "a12e7f0a31a6feb4db0779e27af9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.7939817905426025, "voiceclap": -0.1427140235900879, "fitness": 0.0, "legacy_fitness": 0.2042930483818054, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1750850677490234, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.665685797066032, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1750850677490234, "normalized": 0.9479187320845923, "contribution": 0.37916749283383694 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11504851281642914, "normalized": 0.36772280662130413, "contribution": 0.11031684198639123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.685302972793579, "normalized": 0.5873382074860131, "contribution": 0.1762014622458039 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0e82b6c6b284aeebaa15441e93a9107170b5413e6312e0746eb24b0a9d102072", "id": "a13f9a872eeef7934f8048335e40", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.499174118041992, "genuineness": 4.425758361816406, "wer": 0.0, "identity": null, "voiceclap": -0.13197924196720123, "fitness": 0.0, "legacy_fitness": 0.20813157081604006, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3920852541923523, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5035153609243183, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3920852541923523, "normalized": 0.5820072714244806, "contribution": 0.23280290856979224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.008710682392120361, "normalized": 0.30442393881608676, "contribution": 0.09132718164482602 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.716106414794922, "normalized": 0.5979509023656668, "contribution": 0.17938527070970003 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e3bda2d232820ee24c2354d9f32867ff8f109dd969d6ab2fcce5b2c8b5fc9188", "id": "a16ec2dec01a95ae879012e664af", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.121330127120018, "fitness": 0.0, "legacy_fitness": 0.21180085897445677, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8644735813140869, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.688307883187864, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8644735813140869, "normalized": 0.8559956393641556, "contribution": 0.34239825574566224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7232053875923157, "normalized": 0.7441683547345131, "contribution": 0.22325050642035393 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.17704439163208, "normalized": 0.4088637367394926, "contribution": 0.12265912102184778 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "31f26bbfb38b6b43c9126e08c72ae02606d71aafdb2cb225497a00875ea4b03e", "id": "a1e0c404759caf0638ff4994a5f8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.049345988780260086, "fitness": 0.0, "legacy_fitness": 0.20785553216934205, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2219499796628952, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4408900239473122, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2219499796628952, "normalized": 0.45974577125214267, "contribution": 0.1838983085008571 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.557138204574585, "normalized": 0.5425791662635232, "contribution": 0.16277374987905696 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "70f38a398ba63313b896fd8e4e2bb62fe301ae9b0632ea2912ff064647249238", "id": "a2064d54aaa19594320f8b35bfa6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.6502318978309631, "voiceclap": 0.03793105483055115, "fitness": 0.0, "legacy_fitness": 0.20486855506896973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.053432464599609375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42102365492099525, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.053432464599609375, "normalized": 0.34227945472753846, "contribution": 0.13691178189101538 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0481393039226532, "normalized": 0.3273416398045801, "contribution": 0.09820249194137402 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.779913902282715, "normalized": 0.6196979369620196, "contribution": 0.18590938108860586 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0c269448aa99c004b78fd443b0179becc9cc3b1083d0d40e68f9d2218afa16b3", "id": "a25d5af30248a8ed190cb7cca1fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.293961524963379, "wer": 0.0, "identity": 0.648393988609314, "voiceclap": -0.04722689092159271, "fitness": 0.0, "legacy_fitness": 0.2045030664099159, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14672376215457916, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4316171092139255, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14672376215457916, "normalized": 0.40621021112915395, "contribution": 0.1624840844516616 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6809024810791016, "normalized": 0.5858166877994249, "contribution": 0.17574500633982745 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "05c1bd03785d6e9527db570e9a12c7a6451b5afa7bfbb573b02c48ae0a3c14a3", "id": "a270aaf91909cb29c843a7cc0956", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.443574905395508, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": 0.7145122289657593, "voiceclap": -0.023661334067583084, "fitness": 0.0, "legacy_fitness": 0.2121615123748779, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3994154930114746, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7617783015545178, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3994154930114746, "normalized": 0.9788851776302625, "contribution": 0.39155407105210505 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.8020626306533813, "normalized": 0.7838189984074284, "contribution": 0.23514569952222852 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.295858144760132, "normalized": 0.4502617699339472, "contribution": 0.13507853098018416 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bd481f7583d69985f460343009db0332b7f60a5236e06af2c65d63eeedac951f", "id": "a28fa1e07508a82a849b464002ea", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 3, "generation": null, "ce": 6.459460258483887, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": null, "voiceclap": 0.004662640392780304, "fitness": 0.0, "legacy_fitness": 0.21428260803222654, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.425299882888794, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7831910303926306, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.425299882888794, "normalized": 0.9811510827224429, "contribution": 0.39246043308897716 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7662184238433838, "normalized": 0.7662529804197896, "contribution": 0.22987589412593687 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5389862060546875, "normalized": 0.536182343925722, "contribution": 0.16085470317771658 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2ab5e91e997b87b7d2dbea3504a65d882b92d04285bfe5ce8d3c846f58cfa37f", "id": "a2a1f7a8d49487b472f019a15098", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.570657730102539, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.5605727434158325, "voiceclap": -0.024210456758737564, "fitness": 0.0, "legacy_fitness": 0.2112435436248779, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8083908557891846, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5612107675187771, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8083908557891846, "normalized": 0.831708178343785, "contribution": 0.332683271337514 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.17239925265312195, "normalized": 0.40356095062440045, "contribution": 0.12106828518732013 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0274271965026855, "normalized": 0.3581973699798099, "contribution": 0.10745921099394297 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2a7044437e85a07b0c3a3cff933fd9ec333d72558c740d5f2b36d74cc96fb567", "id": "a326d5efc4a5f59e5f65a0f8b494", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": null, "voiceclap": -0.08862259984016418, "fitness": 0.0, "legacy_fitness": 0.21305931329727174, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9550685882568359, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6176312585092467, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9550685882568359, "normalized": 0.890006477838748, "contribution": 0.3560025911354992 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11265890300273895, "normalized": 0.36625188390122715, "contribution": 0.10987556517036814 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.453176259994507, "normalized": 0.5058436740112644, "contribution": 0.15175310220337931 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "92c0708cead2753fc1e130faaed55ac2e607b19742cbc4cef6f5f36e3f0ffe4e", "id": "a33c0d55d45a7fbc7d9cd8e9a743", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.38797664642334, "genuineness": 4.519899368286133, "wer": 0.0, "identity": null, "voiceclap": -0.0940031036734581, "fitness": 0.0, "legacy_fitness": 0.2088171339035034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.377845287322998, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6360205324751658, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.377845287322998, "normalized": 0.9768247566845867, "contribution": 0.3907299026738347 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11385370790958405, "normalized": 0.3669871011778989, "contribution": 0.11009613035336967 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2969582080841064, "normalized": 0.45064833149320477, "contribution": 0.1351944994479614 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c79322533a8cbb0298a4e3c97a22c05f6e31507f3c0899dc488de82a8d0b4b7a", "id": "a341c5bbeedd99bc57fdbfad8c0d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.427689552307129, "genuineness": 3.9550557136535645, "wer": 0.0, "identity": 0.6628456711769104, "voiceclap": 0.0548093318939209, "fitness": 0.0, "legacy_fitness": 0.202598901857543, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9248702526092529, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6987089435941048, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9248702526092529, "normalized": 0.879376392128562, "contribution": 0.3517505568514248 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0624769926071167, "normalized": 0.3358455817346283, "contribution": 0.10075367452038848 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4707932472229004, "normalized": 0.8206823740743052, "contribution": 0.24620471222229157 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0820f7c4e30270ccb86ebf4c601424995054896749edc66e7744dd878e51435c", "id": "a35dfac1f407c991c59bf0a19048", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.173524379730225, "genuineness": 4.607763767242432, "wer": 0.03571428571428571, "identity": 0.4503953158855438, "voiceclap": -0.2663894593715668, "fitness": 0.0, "legacy_fitness": 0.2003756398814065, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5862174034118652, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5107800904461972, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5862174034118652, "normalized": 0.71178048238723, "contribution": 0.28471219295489203 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09473678469657898, "normalized": 0.35528385016051556, "contribution": 0.10658515504815466 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1462409496307373, "normalized": 0.39827580814383495, "contribution": 0.11948274244315048 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "16c435d43a100ddcd9d11777e2da9aa1d73279b35329c2080ec456fa4b81ab9b", "id": "a3e1d2aa8f83e5f29b2e76e3ab60", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.2751336097717285, "wer": 0.0, "identity": 0.678420901298523, "voiceclap": -0.11460111290216446, "fitness": 0.0, "legacy_fitness": 0.20388939142227175, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1008870005607605, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43610102305827125, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1008870005607605, "normalized": 0.3743657228829421, "contribution": 0.14974628915317686 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8481216430664062, "normalized": 0.642531757010651, "contribution": 0.1927595271031953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f5626a056f995c5e6f7b7497d68ca282456d240243b5389b95377e73698bfb41", "id": "a482af7935634d084834966fce82", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.250029563903809, "wer": 0.0, "identity": 0.734887957572937, "voiceclap": -0.03658865764737129, "fitness": 0.0, "legacy_fitness": 0.20111726760864257, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4166717529296875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7069529663665717, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4166717529296875, "normalized": 0.9804199250713717, "contribution": 0.3921679700285487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13058100640773773, "normalized": 0.37733028152984294, "contribution": 0.11319908445895288 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9383320808410645, "normalized": 0.6719530395969003, "contribution": 0.2015859118790701 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7f7675e505f34d100cbabb8b0e0493eb8046ae92379f713883a8f5714ae93359", "id": "a49bf47aed42e13e65d856aff858", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 5.689021587371826, "genuineness": 4.494794845581055, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.061410367488861084, "fitness": 0.0, "legacy_fitness": 0.1911150217851003, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1578288078308105, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7043765127963779, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1578288078308105, "normalized": 0.9445039782601339, "contribution": 0.37780159130405355 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4125555157661438, "normalized": 0.5590012476309805, "contribution": 0.16770037428929413 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5202839374542236, "normalized": 0.5295818240101007, "contribution": 0.1588745472030302 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "90d18fb6f28f0375f98844bf190630f88556396a8cc8d8695eb90ce4f9db9292", "id": "a4b94ac21a54e592ae63a9b14b0d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.24500846862793, "genuineness": 4.6956281661987305, "wer": 0.07142857142857142, "identity": 0.600727915763855, "voiceclap": -0.23212295770645142, "fitness": 0.0, "legacy_fitness": 0.19598970038550242, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3036472797393799, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44464867278803794, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3036472797393799, "normalized": 0.5186935814175166, "contribution": 0.20747743256700668 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1198277473449707, "normalized": 0.3706704695004933, "contribution": 0.111201140850148 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2089481353759766, "normalized": 0.41990033123627757, "contribution": 0.12597009937088327 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "662f4a7bd5520149fcb38ba6f524dab4fb851363f0b5396d89ff144ba9840b89", "id": "a4cb3e71ea4a5264fab23676501d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 5.657250881195068, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.33002060651779175, "fitness": 0.0, "legacy_fitness": 0.19848384857177734, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10951510071754456, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4108210018120826, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10951510071754456, "normalized": 0.3803020866772503, "contribution": 0.15212083467090012 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.042165279388427734, "normalized": 0.32382429699694903, "contribution": 0.09714728909908471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5455868244171143, "normalized": 0.5385095934736592, "contribution": 0.16155287804209775 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7ab0c1b11b8a22a1ed33a1dc1cdfba643694f40b8a68dd7408e86d4b4069608c", "id": "a4e7acb23044cb63a8997cb609e9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.316492557525635, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.5005755424499512, "voiceclap": -0.21422351896762848, "fitness": 0.0, "legacy_fitness": 0.20805866718292235, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12030021846294403, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3905448864074369, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12030021846294403, "normalized": 0.3877622177695644, "contribution": 0.15510488710782577 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3382129669189453, "normalized": 0.46517583050156047, "contribution": 0.13955274915046814 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a6c6f134474975e954ae3d515864b1dad68466a6b0a1757e390845bdf45d4b70", "id": "a538cd841299966da2f07af510cb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.284721851348877, "genuineness": 4.7834930419921875, "wer": 0.0, "identity": 0.4122920632362366, "voiceclap": -0.18794286251068115, "fitness": 0.0, "legacy_fitness": 0.2138581538200378, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5978617668151855, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8405132004663406, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5978617668151855, "normalized": 0.9915901401346024, "contribution": 0.396636056053841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.1485567092895508, "normalized": 0.9117423272107072, "contribution": 0.2735226981632122 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6291964054107666, "normalized": 0.5678481541642914, "contribution": 0.1703544462492874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "af84f3b2f22ea6bee2ac0b31153472212430a776fcadbe1f831e77d8a82d6d22", "id": "a548950f729140412c48f61e2fbd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.213237762451172, "genuineness": 4.306513786315918, "wer": 0.0, "identity": null, "voiceclap": -0.21235568821430206, "fitness": 0.0, "legacy_fitness": 0.20086141109466552, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.817018985748291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6247175973762915, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.817018985748291, "normalized": 0.8356070948923122, "contribution": 0.3342428379569249 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09593158960342407, "normalized": 0.3560114505224613, "contribution": 0.10680343515673839 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.757911205291748, "normalized": 0.6122377475420941, "contribution": 0.18367132426262825 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7dc89ba28fc5c6271436d04d8c44147236e9b9b0283b30fe0d969498acbd52bf", "id": "a636b4b8d4ebdd0d8a6a14f1d857", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.395919322967529, "genuineness": 3.9801597595214844, "wer": 0.0, "identity": 0.7631705403327942, "voiceclap": -0.08774051815271378, "fitness": 0.0, "legacy_fitness": 0.19912443339717306, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04696139693260193, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43856904862593465, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04696139693260193, "normalized": 0.33798498086549933, "contribution": 0.13519399234619975 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9647350311279297, "normalized": 0.6803758083890165, "contribution": 0.20411274251670494 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e664a430f48bb34943ba2a58251858f9b29a75c4a6ab1fe064e2c442688762cf", "id": "a63d1576a873e03b0f2eb6148ff8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.403861999511719, "genuineness": 4.808597087860107, "wer": 0.0, "identity": null, "voiceclap": -0.08236418664455414, "fitness": 0.0, "legacy_fitness": 0.25779061497692485, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.28531256318092346, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4569136186605589, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.28531256318092346, "normalized": 0.5054541187388023, "contribution": 0.20218164749552092 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.001541823148727417, "normalized": 0.30033491585514194, "contribution": 0.09010047475654258 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.574740171432495, "normalized": 0.5487716546949848, "contribution": 0.16463149640849542 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9f00dd9f92592fdad97418ff280ebbaeb2b67b4a0fc9025e1be23b96d91ceedd", "id": "a679166cddbd374266a729c91ba5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.173524379730225, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.07772897183895111, "fitness": 0.0, "legacy_fitness": 0.2096797752380371, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.60563063621521, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ce11339bdfb789f858cc29c7a399356718814d75b09b07aadabe31f04fbbc8c7", "id": "a6ae30ccf153625f3c10861df76f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.38797664642334, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.18841800093650818, "fitness": 0.0, "legacy_fitness": 0.21195515155792236, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.848076581954956, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8723707156558542, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.848076581954956, "normalized": 0.9977706998497056, "contribution": 0.39910827993988224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.6025835275650024, "normalized": 0.9818588723792497, "contribution": 0.2945576617137749 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.709505796432495, "normalized": 0.5956825800073235, "contribution": 0.17870477400219706 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "35839e9369e05c8b8ef175068f8b8f8d2ce6ad6dadc95f63a70c057d45ec8a46", "id": "a6b570365e23f3b4db8f25784441", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.078212261199951, "genuineness": 4.770940780639648, "wer": 0.0, "identity": null, "voiceclap": -0.0311883632093668, "fitness": 0.0, "legacy_fitness": 0.21044670343399047, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.9861260652542114, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7173317659444135, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.9861260652542114, "normalized": 0.9990117801782871, "contribution": 0.39960471207131487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21003568172454834, "normalized": 0.42754919499334015, "contribution": 0.12826475849800203 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.815117835998535, "normalized": 0.6315409845836553, "contribution": 0.18946229537509657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a6c9f9bf5a6ecf993d1e934aad0047016f821695d5ba189d3724bc1450fd149a", "id": "a7090e6e9c93b759a72997ae2d7b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.38797664642334, "genuineness": 4.268857479095459, "wer": 0.0, "identity": 0.5518069267272949, "voiceclap": -0.12127770483493805, "fitness": 0.0, "legacy_fitness": 0.20254108667373655, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7652504444122314, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5620640996173594, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7652504444122314, "normalized": 0.8113312153878012, "contribution": 0.3245324861551205 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10310043394565582, "normalized": 0.3603879977785678, "contribution": 0.10811639933357033 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2419519424438477, "normalized": 0.43138404709556183, "contribution": 0.12941521412866855 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3613ef3792c752bfc0f13412220156f740208344c94dc5d3002c6384bb1c435c", "id": "a7396be6f69882a3ec74d618f009", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.523001670837402, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.23331916332244873, "fitness": 0.0, "legacy_fitness": 0.21241151809692382, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.036176279187202454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3963141212094874, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.036176279187202454, "normalized": 0.3308743880408792, "contribution": 0.1323497552163517 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5994930267333984, "normalized": 0.5574594891406561, "contribution": 0.16723784674219683 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6c86f60ebeb2a7f4b27698a8605d9ec8010d3b0e65b50e0e0d710d4c938e7e6a", "id": "a749da631f3b51ae1298bbc7be75", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.022613525390625, "genuineness": 4.6956281661987305, "wer": 0.03571428571428571, "identity": null, "voiceclap": -0.30903905630111694, "fitness": 0.0, "legacy_fitness": 0.2003109817845481, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2489127814769745, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38228851921007206, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2489127814769745, "normalized": 0.47916630252813625, "contribution": 0.1916665210112545 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0039314329624176025, "normalized": 0.30169515960220206, "contribution": 0.09050854788066061 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9526187181472778, "normalized": 0.33371150106052316, "contribution": 0.10011345031815695 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "731ae1f82c541b505ebdc93acb747ed36b998688117a4c1af67e93b0806a2bba", "id": "a7b19cfcdfb5083959ae70660de0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.55477237701416, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.7317193150520325, "voiceclap": 0.04046302288770676, "fitness": 0.0, "legacy_fitness": 0.20598443031311034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12677128612995148, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.49812565883607596, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12677128612995148, "normalized": 0.39225846104688145, "contribution": 0.1569033844187526 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2503604292869568, "normalized": 0.45354920311335606, "contribution": 0.13606476093400682 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.975736379623413, "normalized": 0.6838583782777219, "contribution": 0.20515751348331657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "51a41997caf7fc0d4d7a6d8340d3c52ca83537ed932a7870171495cb879d8e1d", "id": "a7cd5c6a77f932602758524fd3f4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": 0.03297308087348938, "fitness": 0.0, "legacy_fitness": 0.20723639965057372, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1923412084579468, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7189473494341678, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1923412084579468, "normalized": 0.9511644006340739, "contribution": 0.3804657602536296 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5260621905326843, "normalized": 0.6308043187433365, "contribution": 0.18924129562300096 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.429523468017578, "normalized": 0.49746764519179076, "contribution": 0.14924029355753723 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a5d2b35a71b0303ab6fff7619be11b6d6e0bb38acdd1f0cb5592e1a01e6d87ed", "id": "a7ee15620c5992c0cbc61f6fbb09", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.006728172302246, "genuineness": 4.432034492492676, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.29380524158477783, "fitness": 0.0, "legacy_fitness": 0.1942050587336222, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3672794699668884, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4533138300948638, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3672794699668884, "normalized": 0.5643901311935646, "contribution": 0.22575605247742586 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20465904474258423, "normalized": 0.424103655340704, "contribution": 0.12723109660221119 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9548189640045166, "normalized": 0.3344222700507558, "contribution": 0.10032668101522674 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c261e6c1821f8e3ca4f54ad7b39d56a8caf1b63dce4b7191bbc2f7b015017902", "id": "a865bec2be5b47d807eb0fad5fce", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.205295085906982, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.521567165851593, "voiceclap": -0.22087474167346954, "fitness": 0.0, "legacy_fitness": 0.20733211278915403, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.23300473392009735, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41326197570452283, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.23300473392009735, "normalized": 0.46769923412004055, "contribution": 0.18707969364801624 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.060087382793426514, "normalized": 0.3344222619830495, "contribution": 0.10032667859491484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.207848072052002, "normalized": 0.41951867820530586, "contribution": 0.12585560346159175 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6d3a7fe550ecc6867781e6c3b32bd64622753309b260ad4f1796285910406ea9", "id": "a884b23f13c6d3669bcc86cd0809", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.268857479095459, "wer": 0.0, "identity": null, "voiceclap": -0.0015730783343315125, "fitness": 0.0, "legacy_fitness": 0.20840917507245915, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.24217207729816437, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5006991617070222, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.24217207729816437, "normalized": 0.4743047121239188, "contribution": 0.18972188484956753 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05291852355003357, "normalized": 0.3301666125488495, "contribution": 0.09904998376465485 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.048344612121582, "normalized": 0.7064243103093326, "contribution": 0.21192729309279978 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "da8f3762f806b511940edf0a3fb98c637fabd14bf149d80c60ec5d546dd99d7a", "id": "a9392dcdb9a348eb3e3c25f55520", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.24500846862793, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.20726826786994934, "fitness": 0.0, "legacy_fitness": 0.20949682235717773, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.41581252217292786, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5034499419164906, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.41581252217292786, "normalized": 0.5987063256829237, "contribution": 0.23948253027316949 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.31883782148361206, "normalized": 0.498100745886584, "contribution": 0.1494302237659752 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0978353023529053, "normalized": 0.3817906262578196, "contribution": 0.11453718787734588 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fe2781ee28e009b61398b503bdcca79b1b346ddf9a18faac65fa69ae04ef81ef", "id": "a95b9cb1436ee5a895767e01fd72", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.38797664642334, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.683661699295044, "voiceclap": -0.057316750288009644, "fitness": 0.0, "legacy_fitness": 0.20348249435424803, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.058605670928955, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6233057102133022, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.058605670928955, "normalized": 0.9213282143824242, "contribution": 0.3685312857529697 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.394869565963745, "normalized": 0.4851989048492684, "contribution": 0.14555967145478052 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b3c5b78202325678a5c2a7a572559d83f18564a828be1815071a99b5135f336a", "id": "a98f5b87a398d1f794e4f38a9381", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.395919322967529, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.19194194674491882, "fitness": 0.0, "legacy_fitness": 0.23769331822657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8653327226638794, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9019449238919162, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8653327226638794, "normalized": 0.997979862510054, "contribution": 0.3991919450040216 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.2823750972747803, "normalized": 0.9418287703046161, "contribution": 0.28254863109138484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1407554149627686, "normalized": 0.7340144926550323, "contribution": 0.2202043477965097 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "72063e381f3d71ce2c301c7262e1dcba5bf53c3b6ceac31f6022eba1b828c9bc", "id": "a9dde7248a7faf6653e3b67f5cf1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.046441555023193, "genuineness": 4.68307638168335, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.2051369547843933, "fitness": 0.0, "legacy_fitness": 0.19392196400960285, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1750850677490234, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6948754496827536, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1750850677490234, "normalized": 0.9479187320845923, "contribution": 0.37916749283383694 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.36804893612861633, "normalized": 0.5301645802033411, "contribution": 0.15904937406100234 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4993815422058105, "normalized": 0.5221952759597146, "contribution": 0.15665858278791436 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "247e64ad8d182edb07c2c2c9f446c25c4761eb1ffae40da3ca0a4bb354b8a30b", "id": "aa05462c13c1a27112d722adef3f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.395919322967529, "genuineness": 4.306513786315918, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.041716039180755615, "fitness": 0.0, "legacy_fitness": 0.19681491335233053, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1621428728103638, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6637449799815629, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1621428728103638, "normalized": 0.945373807438494, "contribution": 0.3781495229753976 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.18374992907047272, "normalized": 0.4107617400401405, "contribution": 0.12322852201204214 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5532877445220947, "normalized": 0.5412231166470773, "contribution": 0.1623669349941232 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "06fa0420736d1bc3fdfdf310da7a06959e4540cc810e9a20c9550a61c930b695", "id": "aa37954ca88792b9eb0d3748e8d7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.6148054599761963, "voiceclap": -0.10502013564109802, "fitness": 0.0, "legacy_fitness": 0.20600462436676026, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.20658117532730103, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46435683799571614, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.20658117532730103, "normalized": 0.44871590956940166, "contribution": 0.17948636382776068 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8415210247039795, "normalized": 0.640342746822993, "contribution": 0.19210282404689788 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "64900b0c1cf7a7d15c9234d6159923a21936fda8d2b44a3a96552f8ff1770a62", "id": "aa8261d7cd4df5c5e4dde1478350", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.300607204437256, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.36201074719429016, "fitness": 0.0, "legacy_fitness": 0.20907560110092163, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2734489440917969, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43149382544766424, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2734489440917969, "normalized": 0.49688330455870433, "contribution": 0.19875332182348174 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.334362506866455, "normalized": 0.46381765607427805, "contribution": 0.1391452968222834 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c153892c439718d88dd0120078989425f1b3d1794df0835bc52fe24aeba2e5c0", "id": "aa8c55e42fd9a082967c1bd75efc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.435632705688477, "genuineness": 4.105680465698242, "wer": 0.0, "identity": 0.722931981086731, "voiceclap": -0.005139894783496857, "fitness": 0.0, "legacy_fitness": 0.19917650222778321, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0197793245315552, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.680954831223575, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0197793245315552, "normalized": 0.9104853938340195, "contribution": 0.36419415753360784 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10071082413196564, "normalized": 0.3589270847512528, "contribution": 0.10767812542537583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0175411701202393, "normalized": 0.6969418275486379, "contribution": 0.20908254826459136 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4d499daf8e96148896f1b147f93b5bc4de20532e333efd8066e98bbce11b79e5", "id": "ab3e6dcfdb04fa48861e8e0de30c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.07856325805187225, "fitness": 0.0, "legacy_fitness": 0.20909356292396986, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15589112043380737, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47304095425455917, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15589112043380737, "normalized": 0.4126618013302993, "contribution": 0.16506472053211974 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.029022395610809326, "normalized": 0.3161416304100698, "contribution": 0.09484248912302094 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0615463256835938, "normalized": 0.710445815331395, "contribution": 0.21313374459941847 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "98d76d8db7045b7062f1440be53bc9d9bc2c8955c0d977da9b04d34fa05c9d55", "id": "ac4135ac5d1b900d9289abfb7610", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.205295085906982, "genuineness": 4.231201171875, "wer": 0.0, "identity": null, "voiceclap": -0.25676244497299194, "fitness": 0.0, "legacy_fitness": 0.2003011198202814, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07931676506996155, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44150003665736903, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07931676506996155, "normalized": 0.3596572897107887, "contribution": 0.1438629158843155 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06367179751396179, "normalized": 0.33655812711137745, "contribution": 0.10096743813341323 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.887726306915283, "normalized": 0.655565608798801, "contribution": 0.1966696826396403 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ad20e7767d314482b66a64fac3c67fe7e49d45bd10e04388d3b5240ca0c09b6f", "id": "ac55a367fcd22581bb56d7354b5d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.268857479095459, "wer": 0.0, "identity": null, "voiceclap": -0.16458234190940857, "fitness": 0.0, "legacy_fitness": 0.20337506055831908, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2958784103393555, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6529556399484583, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2958784103393555, "normalized": 0.9673902156114926, "contribution": 0.3869560862445971 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.056502968072891235, "normalized": 0.33229174315156174, "contribution": 0.09968752294546852 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5906920433044434, "normalized": 0.5543734358613088, "contribution": 0.16631203075839265 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f2850db6973f9ee77a9545137bb40867f31916151e1a5343eb36b0d9a4bf5d28", "id": "ac5e7ddbf8f6955c19f617f0a0f1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.221180438995361, "genuineness": 4.770940780639648, "wer": 0.0, "identity": null, "voiceclap": -0.2155948132276535, "fitness": 0.0, "legacy_fitness": 0.21259122610092163, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6013165712356567, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5517273611643378, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6013165712356567, "normalized": 0.7210412273004019, "contribution": 0.28841649092016075 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.25633448362350464, "normalized": 0.4574208412012167, "contribution": 0.137226252360365 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.210048198699951, "normalized": 0.42028205961270715, "contribution": 0.12608461788381214 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "407bc9fdf3dc99b6dc3ab848699c402556d591733c2cd3760efa2808e4db99fc", "id": "ad45d5c88fc2ed70e36d7f71b40d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.332377910614014, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": 0.4777231812477112, "voiceclap": -0.21242815256118774, "fitness": 0.0, "legacy_fitness": 0.21269017934799192, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03941181302070618, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3814653198819668, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03941181302070618, "normalized": 0.33300131213823614, "contribution": 0.13320052485529446 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4669277667999268, "normalized": 0.5107124696753567, "contribution": 0.153213740902607 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7c33b4b82ddbb174bdc5e1da31ae07ac943ba089116b603fcc1985681c3fb5ab", "id": "ada61fb9614a927331861f0659f7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.664067268371582, "voiceclap": -0.149607852101326, "fitness": 0.0, "legacy_fitness": 0.28284073344193067, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6013165712356567, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5932980229430033, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6013165712356567, "normalized": 0.7210412273004019, "contribution": 0.28841649092016075 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.057145595550537, "normalized": 0.7091081415504378, "contribution": 0.21273244246513132 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "39e01b31d390335f9ffdc5c0e93fc31b54602e4daf99a463500fb77f5297ef2b", "id": "adac75a9ec6a2e0cd7698fc74ee4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.157639026641846, "genuineness": 4.645420074462891, "wer": 0.0, "identity": 0.6087664365768433, "voiceclap": -0.07825800776481628, "fitness": 0.0, "legacy_fitness": 0.20850008726119995, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.9257293939590454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8770134561196651, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.9257293939590454, "normalized": 0.9985792085735428, "contribution": 0.39943168342941715 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 2.061389446258545, "normalized": 0.9977706985924755, "contribution": 0.2993312095777426 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7051053047180176, "normalized": 0.594168543708351, "contribution": 0.1782505631125053 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "adfb4873a511492b9990c2eb237a3bce8c2b2e85a78c21f18649f26d3b7bb455", "id": "ade4eca19098aa8b9b8de81feb19", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.8, "cfg": 1.25, "generation": null, "ce": 6.316492557525635, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.6587545871734619, "voiceclap": -0.26363134384155273, "fitness": 0.0, "legacy_fitness": 0.21718756399414954, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07500271499156952, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4140677176971589, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07500271499156952, "normalized": 0.3567395825916495, "contribution": 0.1426958330366598 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.060087382793426514, "normalized": 0.3344222619830495, "contribution": 0.10032667859491484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6357972621917725, "normalized": 0.5701506868852807, "contribution": 0.1710452060655842 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "088e4efa821c918d92b883ce668a6dd40017db8e61da08d375de668074e2da26", "id": "ae36c1066bc659e4b458b706601b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.308549880981445, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.7135486602783203, "voiceclap": 0.00031868182122707367, "fitness": 0.0, "legacy_fitness": 0.2032325005531311, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8601595163345337, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6147027179107343, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8601595163345337, "normalized": 0.8542158763077459, "contribution": 0.34168635052309837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2070486694574356, "normalized": 0.42563431184410283, "contribution": 0.12769029355323083 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.392669200897217, "normalized": 0.4844202461146838, "contribution": 0.14532607383440513 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bd86188fce45c719db51e8f2a95375415888452d9c28059b1b2eb1221ac4dff3", "id": "aed667e570ba3ea8ba9889411f82", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.538887023925781, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": 0.01187481451779604, "fitness": 0.0, "legacy_fitness": 0.21076698303222657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0327214002609253, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6358972919953206, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0327214002609253, "normalized": 0.9142167240596977, "contribution": 0.36568668962387907 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.19211357831954956, "normalized": 0.41608703928311996, "contribution": 0.12482611178493598 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.393219470977783, "normalized": 0.4846149686216851, "contribution": 0.14538449058650554 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6b2f432d2fac7dee3ccbc3c98da8776ae63f620b0d49923ef1d4703cf6dea81c", "id": "af05213b9694c0b6eeb5789b5605", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.030367851257324, "wer": 0.0, "identity": null, "voiceclap": 0.059866342693567276, "fitness": 0.0, "legacy_fitness": 0.19419604301452636, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.589233636856079, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8648075928458917, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.589233636856079, "normalized": 0.9912255249042616, "contribution": 0.3964902099617047 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6610754132270813, "normalized": 0.7104457830800455, "contribution": 0.21313373492401363 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.6072089672088623, "normalized": 0.8506121598672445, "contribution": 0.25518364796017334 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b810648a4b1225182f8af2150da95286e54a609d1ca6d7eea4cfbba3bd761384", "id": "af84f359defd611ca10706decd23", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.141753673553467, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": -0.16740597784519196, "fitness": 0.0, "legacy_fitness": 0.2029271674156189, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.021077096462249756, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.33812158030394646, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.021077096462249756, "normalized": 0.32102166835093116, "contribution": 0.12840866734037246 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07084065675735474, "normalized": 0.34084567323210346, "contribution": 0.10225370196963103 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0274271965026855, "normalized": 0.3581973699798099, "contribution": 0.10745921099394297 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5c57817cf52980b2f19c46e5d614507caf2ca50a5f18180ff29b1c23d8a86c33", "id": "afb24c0f822020820af29e596275", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.413206577301025, "wer": 0.0, "identity": null, "voiceclap": -0.10616534948348999, "fitness": 0.0, "legacy_fitness": 0.20722206830978393, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4511841535568237, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.684621157247877, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4511841535568237, "normalized": 0.9832066980549421, "contribution": 0.39328267922197685 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8327198028564453, "normalized": 0.6374167680329237, "contribution": 0.1912250304098771 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c7c46ea31a39052d9ab1ed6b5604ee9aae85383aac57a2c0a04e0622a975a81e", "id": "afc8536f952e5326fed2a24d2111", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.459460258483887, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.11909765005111694, "fitness": 0.0, "legacy_fitness": 0.2123997926712036, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5719774961471558, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7651885461176434, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5719774961471558, "normalized": 0.9904545208806201, "contribution": 0.3961818083522481 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5642960071563721, "normalized": 0.6541261183657986, "contribution": 0.19623783550973958 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.652299165725708, "normalized": 0.5758963408521858, "contribution": 0.17276890225565572 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "096d306edbd38bd0bfb560c5bdad0b8438cde424e82b9c4e90b849178661221e", "id": "afccf3204f3c11ece0eeb3192cdf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.896461486816406, "wer": 0.0, "identity": null, "voiceclap": -0.10470910370349884, "fitness": 0.0, "legacy_fitness": 0.21572924375534058, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.059903547167778015, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3589143564847329, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.059903547167778015, "normalized": 0.34659443192645323, "contribution": 0.13863777277058129 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08517833054065704, "normalized": 0.3494822162546737, "contribution": 0.10484466487640211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1066365242004395, "normalized": 0.38477306279249845, "contribution": 0.11543191883774953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "49ad2e811c940c0cec1554297b22c28819b7a1cc92897015d1a9bb7f1990e04a", "id": "afd704808ded20439d8b4282608b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.229123115539551, "genuineness": 4.7081804275512695, "wer": 0.03571428571428571, "identity": null, "voiceclap": -0.3404136300086975, "fitness": 0.0, "legacy_fitness": 0.20360059465680802, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2594282627105713, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39269977832270475, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2594282627105713, "normalized": 0.48675629464826653, "contribution": 0.19470251785930662 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.023048341274261475, "normalized": 0.3126753121884013, "contribution": 0.09380259365652038 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.994423508644104, "normalized": 0.34731555602292574, "contribution": 0.10419466680687772 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8b7c3faf423f153ae34875ff99bf3af498e28f56f72b43ec85a1c1eb7374bb4e", "id": "b00d1b9802aa854967b9d4af5bda", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.8, "cfg": 1.5, "generation": null, "ce": 6.252951145172119, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.12879976630210876, "fitness": 0.0, "legacy_fitness": 0.2228488297183488, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.19094276428222656, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4370021208223864, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.19094276428222656, "normalized": 0.4375331512183558, "contribution": 0.17501326048734234 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.610494375228882, "normalized": 0.5613121784438164, "contribution": 0.16839365353314492 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a2a74f3b53dc92645f33087aa028943f8a5d3a0786208eef1ed7c2c1bcbd696b", "id": "b05b8cc2a8f4da6182efed0541a3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.467403411865234, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.6884785890579224, "voiceclap": 0.04450344294309616, "fitness": 0.0, "legacy_fitness": 0.2026535515135684, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.05451098084449768, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.409004996591063, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.05451098084449768, "normalized": 0.34299720942898393, "contribution": 0.1371988837715936 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.024243175983428955, "normalized": 0.3133672785495304, "contribution": 0.09401018356485911 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.70070481300354, "normalized": 0.5926530975153677, "contribution": 0.1777959292546103 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7da180f3863900f18fa6fe746cad62fd968134a67203d36a980147cf398f1ebf", "id": "b353dee2a20dc1b81491a3b3a506", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.260893821716309, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.3337618112564087, "fitness": 0.0, "legacy_fitness": 0.20847990036010744, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.055589497089385986, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.35512289948695397, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.055589497089385986, "normalized": 0.3437155311257908, "contribution": 0.1374862124503163 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.168243408203125, "normalized": 0.40583145629164896, "contribution": 0.12174943688749468 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6d3a9de3ab88e34d5b84c4cba8e46a7bac59f5fdc3390cf057942a4ac50d3ade", "id": "b39117bc49c1200e77eeee0bce43", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.213237762451172, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.0013293549418449402, "fitness": 0.0, "legacy_fitness": 0.24123528967795693, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.08470931649208069, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4204238454353958, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.08470931649208069, "normalized": 0.3633159336203601, "contribution": 0.14532637344814403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08398352563381195, "normalized": 0.34875944593964936, "contribution": 0.1046278337818948 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6302967071533203, "normalized": 0.56823212735119, "contribution": 0.170469638205357 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c4b9e580a32db2b57b557e43546fda75839196dd28cc70c0307a8729b1214733", "id": "b3b1bbb2ca97f4482192b9c81e37", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.324435234069824, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.754115104675293, "voiceclap": -0.09711591899394989, "fitness": 0.0, "legacy_fitness": 0.21306354519580706, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14133121073246002, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44367212954569496, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14133121073246002, "normalized": 0.4024269088004888, "contribution": 0.16097076352019554 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0338016152381897, "normalized": 0.31892637325430984, "contribution": 0.09567791197629295 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.790915012359619, "normalized": 0.6234115134973549, "contribution": 0.18702345404920648 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3e6c3b869716039569dbbb6bc900631f9c6049cb85a87ab3f138731d29343e87", "id": "b400af3176ee0142a4f73c52c2a1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.38003396987915, "genuineness": 4.406930446624756, "wer": 0.0, "identity": 0.8670883774757385, "voiceclap": -0.17999020218849182, "fitness": 0.0, "legacy_fitness": 0.20587377071380614, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1812361478805542, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4903025383523057, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1812361478805542, "normalized": 0.4306165506578075, "contribution": 0.172246620263123 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.015879511833190918, "normalized": 0.3085375387259869, "contribution": 0.09256126161779606 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.202362537384033, "normalized": 0.7516488549046221, "contribution": 0.2254946564713866 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "284f6aa96c0cdc669ad234754e6573af5263d66f6ff17e3f965acf4c63c44f30", "id": "b4161929cec93c0f6147b8480315", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.0146708488464355, "genuineness": 4.6203155517578125, "wer": 0.03571428571428571, "identity": 0.17399081587791443, "voiceclap": -0.032806407660245895, "fitness": 0.0, "legacy_fitness": 0.1983805246864046, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3351937532424927, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5057841170497864, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3351937532424927, "normalized": 0.5414168807801887, "contribution": 0.21656675231207548 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14611349999904633, "normalized": 0.3870142867256423, "contribution": 0.11610428601769268 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.655599594116211, "normalized": 0.5770435957333944, "contribution": 0.1731130787200183 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5e26416a6477baa73a458e3c16611d82c4c691832ac1c0ffa207b35e28e0c634", "id": "b42b8d6492c0e94175ea28bf3010", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.022613525390625, "genuineness": 4.469690799713135, "wer": 0.03571428571428571, "identity": 0.504291296005249, "voiceclap": -0.07594101130962372, "fitness": 0.0, "legacy_fitness": 0.19486427741391318, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5547212362289429, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7014690001522815, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5547212362289429, "normalized": 0.9896249265992539, "contribution": 0.3958499706397016 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2848604917526245, "normalized": 0.47595726281746925, "contribution": 0.14278717884524078 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5576882362365723, "normalized": 0.5427728355577971, "contribution": 0.16283185066733913 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a06b7c65b15a8ffe3edad363de507ed18b6dea134f657ce04c9ed6746fcc495a", "id": "b499a48d579ff89c881d786b4e1b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.300237655639648, "wer": 0.0, "identity": 0.5115978717803955, "voiceclap": -0.12596732378005981, "fitness": 0.0, "legacy_fitness": 0.20748245224787523, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.004899442195892334, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3563224786778696, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.004899442195892334, "normalized": 0.3106034424637232, "contribution": 0.12424137698548927 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3024590015411377, "normalized": 0.45258200198493237, "contribution": 0.13577460059547972 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c9fd56c7cc64c9dde7a428a2fee3b0072e2997936f6f119bc6e06e02432ba39b", "id": "b5e619b6632d39f066a4bbee319c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.09781621396541595, "fitness": 0.0, "legacy_fitness": 0.2308398774549179, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.31092721223831177, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46413806836514954, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.31092721223831177, "normalized": 0.5239455069482234, "contribution": 0.20957820277928937 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0039314329624176025, "normalized": 0.30169515960220206, "contribution": 0.09050854788066061 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.569239616394043, "normalized": 0.5468377256839986, "contribution": 0.16405131770519957 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1c94bcf7cf0547bec63663da614e75ecaf4b4c2f1d0b9696a07c5557fa0f4381", "id": "b6202721a2ba6ab14f88fd828e27", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.443574905395508, "genuineness": 4.042920112609863, "wer": 0.0, "identity": 0.65803062915802, "voiceclap": -0.015579063445329666, "fitness": 0.0, "legacy_fitness": 0.19902060413591816, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3303404450416565, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5207913976656202, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3303404450416565, "normalized": 0.5379279122877166, "contribution": 0.21517116491508667 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.008740186691284, "normalized": 0.6942075882065499, "contribution": 0.20826227646196496 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5808e171b01b85fce96ce3e8eb7fb5bf306bbbe163639df9bfc0c1db0bb079a8", "id": "b6381fa7cf36799003542326f58a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.5630967617034912, "voiceclap": -0.14633911848068237, "fitness": 0.0, "legacy_fitness": 0.20906712770462038, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6444571018218994, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5233982209530159, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6444571018218994, "normalized": 0.7466748590293442, "contribution": 0.29866994361173765 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0923471748828888, "normalized": 0.35383023332727626, "contribution": 0.10614906999818287 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1374399662017822, "normalized": 0.3952640244769846, "contribution": 0.11857920734309538 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6a5f42c1ab67b777ba8aa919703fcda4ca67311f3725a1ad3451b4ca5f755b1e", "id": "b6a21be648f2632215cc3d3adfed", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.427689552307129, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.2310517430305481, "fitness": 0.0, "legacy_fitness": 0.2110312977358169, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.085787832736969, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4129713782692844, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.085787832736969, "normalized": 0.36404917776699885, "contribution": 0.14561967110679955 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6357972621917725, "normalized": 0.5701506868852807, "contribution": 0.1710452060655842 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3a519cbcff2ef19293a9018dd4320ee76c20b6df5eb90d58caa76ed1735765bc", "id": "b7284d2f72fbde9c1deea8e54a77", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.643936038017273, "voiceclap": -0.0622059628367424, "fitness": 0.0, "legacy_fitness": 0.20608015060424806, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.119002342224121, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6296533183643663, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.119002342224121, "normalized": 0.9361753481030909, "contribution": 0.3744701392412364 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.510382890701294, "normalized": 0.5260840761152044, "contribution": 0.1578252228345613 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "53461d2efd3b5d92aab8c2de99f083271eb1b437a9cd1801636b774c537a6d60", "id": "b7431de27dc63a549223754ecc5b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.20071397721767426, "fitness": 0.0, "legacy_fitness": 0.20996490240097043, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5633493661880493, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7082595112245906, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5633493661880493, "normalized": 0.990047267312133, "contribution": 0.3960189069248532 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08039909601211548, "normalized": 0.3465944261259081, "contribution": 0.10397832783777242 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.008740186691284, "normalized": 0.6942075882065499, "contribution": 0.20826227646196496 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2948fb4c94b43b4d24ca32d144c33f4a0f9f1a1a488578fd32ea35218d1b7726", "id": "b84239d7399d5cef146a40f5a78e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 1.5, "generation": null, "ce": 6.515059471130371, "genuineness": 4.758388519287109, "wer": 0.0, "identity": 0.65260910987854, "voiceclap": -0.16529184579849243, "fitness": 0.0, "legacy_fitness": 0.21668560504913328, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10304403305053711, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.34149939043071104, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10304403305053711, "normalized": 0.37584709130683164, "contribution": 0.15033883652273267 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8866111040115356, "normalized": 0.31267532539803256, "contribution": 0.09380259761940976 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "adcd658a9e60c14920fea88e5d0c64b316cf9ec0fa2eaff4b80ad150bd6bc5e2", "id": "b908275f1613be34b672225d5de6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.515059471130371, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": 0.021404381841421127, "fitness": 0.0, "legacy_fitness": 0.23027036196659686, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.545233964920044, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5915531664268455, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.545233964920044, "normalized": 0.6859401188633858, "contribution": 0.27437604754535433 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.056502968072891235, "normalized": 0.33229174315156174, "contribution": 0.09968752294546852 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1099517345428467, "normalized": 0.7249653197867423, "contribution": 0.21748959593602268 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fb10de46fd3360a2ecdd9a41eea1a7a48523f86fb22e9d6e4444e812e462d173", "id": "b90dde288709cdec268fe17e95ff", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.6758224964141846, "voiceclap": -0.338262140750885, "fitness": 0.0, "legacy_fitness": 0.2094766354560852, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.817018985748291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6764789361825859, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.817018985748291, "normalized": 0.8356070948923122, "contribution": 0.3342428379569249 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7709976434707642, "normalized": 0.7686398700132504, "contribution": 0.2305919610039751 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0692319869995117, "normalized": 0.37214712407228645, "contribution": 0.11164413722168594 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e840acfe27c9469269e2d92495a384934f9d903ad4d0f2669fa1d67eb712ad3b", "id": "b94efd0e41d8d7dab7dfbdb7e253", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.23706579208374, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": 0.7756572365760803, "voiceclap": -0.18397077918052673, "fitness": 0.0, "legacy_fitness": 0.21126049757003784, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9205561876296997, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5959134777115098, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9205561876296997, "normalized": 0.8778006667495348, "contribution": 0.35112026669981394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.41054630279541, "normalized": 0.490748000682272, "contribution": 0.14722440020468158 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a95baa718733b49074efa63bb74a19a45ce58f93d073607d2d897837c20f61db", "id": "b9571ec1dd4df9240d2d7a49ecf8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.337893962860107, "wer": 0.0, "identity": null, "voiceclap": -0.05987217277288437, "fitness": 0.0, "legacy_fitness": 0.20569668054580686, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5806056261062622, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6934566134548246, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5806056261062622, "normalized": 0.9908471303955984, "contribution": 0.3963388521582394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11504851281642914, "normalized": 0.36772280662130413, "contribution": 0.11031684198639123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.78871488571167, "normalized": 0.6226697310339799, "contribution": 0.18680091931019396 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bb76f1acd2ce8838fb2766d3706c871d3a600064741098d9bdba725ee25432cf", "id": "bb253c75d9b5426f761715742252", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.252951145172119, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.23780399560928345, "fitness": 0.0, "legacy_fitness": 0.2074193525314331, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9809528589248657, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6430303365259145, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9809528589248657, "normalized": 0.8985685878049081, "contribution": 0.3594274351219633 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8019163608551025, "normalized": 0.6271137841199856, "contribution": 0.18813413523599568 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1f8ea36cd689fd628c25ce095e1b10bd0f2f24a047fce013596d267a2fb89276", "id": "bc8753518a80434f7b3e6e18c960", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.252951145172119, "genuineness": 4.2751336097717285, "wer": 0.0, "identity": null, "voiceclap": -0.23553302884101868, "fitness": 0.0, "legacy_fitness": 0.20067260742187498, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.085787832736969, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4063582758923303, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.085787832736969, "normalized": 0.36404917776699885, "contribution": 0.14561967110679955 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06964585185050964, "normalized": 0.3401296373838404, "contribution": 0.10203889121515211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5186338424682617, "normalized": 0.5289990452345956, "contribution": 0.15869971357037868 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c44ee1cdde6c3f2a9a7da5f8a89bde04ab010859aec5d6c783ae51361a8af931", "id": "bc87f26365decc1d6c7ab121be2b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.65797233581543, "wer": 0.0, "identity": 0.6251751184463501, "voiceclap": -0.15664444863796234, "fitness": 0.0, "legacy_fitness": 0.20797991275787353, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0111511945724487, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7055769315696712, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0111511945724487, "normalized": 0.9079315976717118, "contribution": 0.36317263906868474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.30547091364860535, "normalized": 0.4893848677852123, "contribution": 0.14681546033556367 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8767249584198, "normalized": 0.6519627738847427, "contribution": 0.1955888321654228 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "375a22039c3cc13d88bee98250acd3f73c845e8da46d9beb1b2fd1aa7884abd3", "id": "bc94ded685a2bc34b8b70fcb192b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.193545341491699, "wer": 0.0, "identity": 0.5880659818649292, "voiceclap": -0.03371405601501465, "fitness": 0.0, "legacy_fitness": 0.21058619025479886, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06421759724617004, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40585735964994263, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06421759724617004, "normalized": 0.34948221994010886, "contribution": 0.13979288797604356 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6633005142211914, "normalized": 0.5797179403872929, "contribution": 0.17391538211618784 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c93ddaa8b1e5a225479383f9b937978593a56441c00d86d23ee0752deadc7b71", "id": "bca02642e0528f817e484ed1fc95", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.796044826507568, "wer": 0.0, "identity": null, "voiceclap": -0.027712468057870865, "fitness": 0.0, "legacy_fitness": 0.292728349194541, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2502609193325043, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4756585069119752, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2502609193325043, "normalized": 0.4801390137700602, "contribution": 0.19205560550802409 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8019163608551025, "normalized": 0.6271137841199856, "contribution": 0.18813413523599568 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1e780449fe77017461e191a2a4f9edc2ab9e908b8b5071b6dc8930a9eae08ffa", "id": "be6a5da1836a96bf206730ee6c7d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.507116317749023, "genuineness": 4.243753433227539, "wer": 0.0, "identity": null, "voiceclap": 0.015047295019030571, "fitness": 0.0, "legacy_fitness": 0.21243194494776763, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.18770721554756165, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4798881032386659, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.18770721554756165, "normalized": 0.4352253807599027, "contribution": 0.17409015230396108 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.021941661834717, "normalized": 0.6983048327926806, "contribution": 0.20949144983780418 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5eca1b9069153b77f5613ba603b3606daaddc028cd1ec23a16eebe7f072c9424", "id": "be964f287ff335e85737667f4eeb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.523001670837402, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.12929685413837433, "fitness": 0.0, "legacy_fitness": 0.21241151809692382, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.33438485860824585, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4310769903480935, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.33438485860824585, "normalized": 0.5408355930683096, "contribution": 0.21633423722732387 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.14730830490589142, "normalized": 0.3877622166661324, "contribution": 0.11632866499983972 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9350166320800781, "normalized": 0.32804696040309966, "contribution": 0.0984140881209299 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1d19537aafad5927e6b98c773bb0db4cea38d3ca6a111b484d9a5831ec73629d", "id": "becd770a9c1570c17b5931a35b0d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.262581825256348, "wer": 0.0, "identity": 0.6720792055130005, "voiceclap": -0.07103196531534195, "fitness": 0.0, "legacy_fitness": 0.20309903621673583, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.22114109992980957, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4213135774806281, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.22114109992980957, "normalized": 0.4591644069316904, "contribution": 0.18366576277267618 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.398169994354248, "normalized": 0.486366955660359, "contribution": 0.14591008669810768 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c81a3e718d5aadbe01d1164c06358fbaa035fa98c2c478f12fe667fe37761781", "id": "bf494e59672cc116a14165027e0c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.3641486167907715, "genuineness": 3.7291181087493896, "wer": 0.0, "identity": null, "voiceclap": 0.02981027588248253, "fitness": 0.0, "legacy_fitness": 0.20022239775192313, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7156388759613037, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6790488031302657, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7156388759613037, "normalized": 0.7861019864943952, "contribution": 0.3144407945977581 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.060087382793426514, "normalized": 0.3344222619830495, "contribution": 0.10032667859491484 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.765627384185791, "normalized": 0.8809377664586429, "contribution": 0.26428132993759285 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b62c483151a09908de7cc39c5ee81bed6f980a7a6feba9a4049f2ff1e1c1bddf", "id": "bf5585e9cb4c0e3c1d640ab6fa3c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1, "generation": null, "ce": 6.109982967376709, "genuineness": 4.645420074462891, "wer": 0.0, "identity": 0.4677433669567108, "voiceclap": -0.17640456557273865, "fitness": 0.10389262318611145, "legacy_fitness": 0.2077852463722229, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2613660097122192, "bursts": [ { "label": "Sharp Inhale", "prob": 0.6006667613983154, "labels": [ [ "Sharp Inhale", 0.6006667613983154 ], [ "no_burst", 0.26862144470214844 ], [ "Deep Breath", 0.043896112591028214 ] ], "family": "breath", "no_burst_prob": 0.26862144470214844, "start": 11.48, "end": 11.82, "dur": 0.33999999999999986, "locator_confidence": 0.657 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0.0, "matched": { "label": "Sharp Inhale", "prob": 0.6006667613983154, "labels": [ [ "Sharp Inhale", 0.6006667613983154 ], [ "no_burst", 0.26862144470214844 ], [ "Deep Breath", 0.043896112591028214 ] ], "family": "breath", "no_burst_prob": 0.26862144470214844, "start": 11.48, "end": 11.82, "dur": 0.33999999999999986, "locator_confidence": 0.657 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7446147823347842, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2613660097122192, "normalized": 0.962564196145546, "contribution": 0.38502567845821845 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2954643964767456, "normalized": 0.48286321690062683, "contribution": 0.14485896507018806 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.079148292541504, "normalized": 0.7157671293545922, "contribution": 0.21473013880637765 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bf0368a9767d0a28c277acd17a9be5d5583547236b26a585bed8dcc26c8d294e", "id": "bf665ff6c82467f37e6904cfb5ac", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.394378662109375, "wer": 0.03125, "identity": 0.7515195608139038, "voiceclap": -0.09647300839424133, "fitness": 0.0, "legacy_fitness": 0.1992516438663006, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.029705211520195007, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37946154339391275, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.029705211520195007, "normalized": 0.3266369345066734, "contribution": 0.13065477380266938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4542763233184814, "normalized": 0.5062331990539878, "contribution": 0.15186995971619632 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4f2e591eed05879c0f7871d4dfe7a35f6232d8fecbfd45f9515a36fd3139fe0b", "id": "bf679e2bb6ca6c8b954149f88c32", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.459460258483887, "genuineness": 4.218649387359619, "wer": 0.0, "identity": 0.6222405433654785, "voiceclap": -0.11125008761882782, "fitness": 0.0, "legacy_fitness": 0.20235813856124876, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3591906428337097, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.45110861809005937, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3591906428337097, "normalized": 0.5586158975064482, "contribution": 0.2234463590025793 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09354197978973389, "normalized": 0.3545567769655904, "contribution": 0.10636703308967711 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1638429164886475, "normalized": 0.40431741999267645, "contribution": 0.12129522599780293 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1daa423adfa663e89584ef09f0a9aaad4fcff8e37dfd8c001f8e8930aacc05ef", "id": "bfb09e76aefc30592699d49291d7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.403861999511719, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.5749395489692688, "voiceclap": -0.2811610996723175, "fitness": 0.0, "legacy_fitness": 0.2109382176399231, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4166717529296875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8254970932577184, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4166717529296875, "normalized": 0.9804199250713717, "contribution": 0.3921679700285487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.5308951139450073, "normalized": 0.9759544503363553, "contribution": 0.29278633510090657 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.347564220428467, "normalized": 0.4684759604275437, "contribution": 0.1405427881282631 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d1677270396e8aa7e51bb90e48cd53182d3ff7ec0e556cfb9be00cd1746804b7", "id": "bff32327c498cfd6e9ade2dcccfb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.316492557525635, "genuineness": 4.394378662109375, "wer": 0.0, "identity": 0.5996599793434143, "voiceclap": -0.07386250793933868, "fitness": 0.0, "legacy_fitness": 0.2046068549156189, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4598121643066406, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7660432643930913, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4598121643066406, "normalized": 0.9838478525601682, "contribution": 0.3935391410240673 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6801923513412476, "normalized": 0.7210412512429134, "contribution": 0.216312375372874 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.494981050491333, "normalized": 0.5206391599871668, "contribution": 0.15619174799615004 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cece29c017d3eb18a92c8ba71b44fb0eefede44e092ebc2971cdd856c6349c98", "id": "c009064c4d2c964564f09d8fc1bb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.20130646228790283, "fitness": 0.0, "legacy_fitness": 0.20695450544357297, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07068866491317749, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39356341323893446, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07068866491317749, "normalized": 0.35383023332727626, "contribution": 0.14153209333091052 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4905805587768555, "normalized": 0.5190827293704111, "contribution": 0.15572481881112332 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f0d5f49ec37720e39e64e87079545c012de4f0a5e8c893825ea2ec8fa4e56d56", "id": "c02473a30db42b17a17032fc8339", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.23706579208374, "genuineness": 4.545003414154053, "wer": 0.06060606060606061, "identity": 0.559564471244812, "voiceclap": -0.0854036882519722, "fitness": 0.0, "legacy_fitness": 0.19462464361479787, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.528836965560913, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8415710490458537, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.528836965560913, "normalized": 0.9882628236689595, "contribution": 0.3953051294675838 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.8797787427902222, "normalized": 0.9945653806182294, "contribution": 0.2983696141854688 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.416872024536133, "normalized": 0.4929876846426701, "contribution": 0.14789630539280102 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6731e87ed3f2da94338a3d5f32ae4a7fc85e12e40640493d2fcc133df13eccd6", "id": "c0937961ac4e286e71661f62a666", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.331617832183838, "wer": 0.0, "identity": 0.6444708108901978, "voiceclap": -0.0337386429309845, "fitness": 0.0, "legacy_fitness": 0.21758419364048973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12245723605155945, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4089097919310153, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12245723605155945, "normalized": 0.3892593234339122, "contribution": 0.1557037293735649 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.489755392074585, "normalized": 0.5187908391681204, "contribution": 0.1556372517504361 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a9b14a048842c442686860543c5de4db5ce31e7020a2aff7127a43d76cb701c9", "id": "c0ae41f4afc1cafc9555ecaeb841", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.062326908111572, "genuineness": 4.570107460021973, "wer": 0.07142857142857142, "identity": 0.5672615766525269, "voiceclap": -0.12412552535533905, "fitness": 0.0, "legacy_fitness": 0.19053133368492126, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9593826532363892, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6753955219718379, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9593826532363892, "normalized": 0.8914684186808348, "contribution": 0.35658736747233394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2213863581418991, "normalized": 0.4348409724039663, "contribution": 0.13045229172118988 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.804116725921631, "normalized": 0.6278528759277135, "contribution": 0.18835586277831406 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f1457af5f9188fc361f37846e7ff5a800280f1b825f4a93804ef98e9b12ef6af", "id": "c0c525f376a23b7f3152a5d379e0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.432034492492676, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.11652001738548279, "fitness": 0.0, "legacy_fitness": 0.200308998743693, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.528836965560913, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6734872603815709, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.528836965560913, "normalized": 0.9882628236689595, "contribution": 0.3953051294675838 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09712640941143036, "normalized": 0.356739584740249, "contribution": 0.10702187542207471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.636897325515747, "normalized": 0.5705341849730415, "contribution": 0.17116025549191247 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d5db2e6ef69fcc82279446a8a74d3bc570d8cf88851a49668d0d76f58b3fb920", "id": "c0cdedcafe718c60ca2f84ce4c39", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 5.967014789581299, "genuineness": 4.344170093536377, "wer": 0.0, "identity": null, "voiceclap": -0.23500216007232666, "fitness": 0.0, "legacy_fitness": 0.1981094741821289, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4244406223297119, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4367878509454314, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4244406223297119, "normalized": 0.6047359876725186, "contribution": 0.24189439506900745 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.16881483793258667, "normalized": 0.4012936743170763, "contribution": 0.12038810229512288 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.670986294746399, "normalized": 0.24835117860433692, "contribution": 0.07450535358130107 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d21f3c93de58cdbaafb9c6aeda2e93696e4e1ff5f04f8eb87a10a9daf82fc8f9", "id": "c0debb621637204ce45cb22d4709", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.538887023925781, "genuineness": 4.720732688903809, "wer": 0.0, "identity": null, "voiceclap": -0.2212827354669571, "fitness": 0.0, "legacy_fitness": 0.21610162258148194, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.08470931649208069, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3738695297900462, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.08470931649208069, "normalized": 0.3633159336203601, "contribution": 0.14532637344814403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2628543376922607, "normalized": 0.4386878215561836, "contribution": 0.13160634646685507 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "725511183e27aca7c5ca6c3a1df2e9d21c1fb52060a52f9cb562fade6c5ff687", "id": "c103e54a3c3e38595ba9f731fb71", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.149696350097656, "genuineness": 4.582659721374512, "wer": 0.0, "identity": 0.47098803520202637, "voiceclap": -0.15582704544067383, "fitness": 0.0, "legacy_fitness": 0.20681193828582764, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7544653415679932, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5743921896138067, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7544653415679932, "normalized": 0.8060085918396713, "contribution": 0.3224034367358686 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2757501006126404, "normalized": 0.4700296667818497, "contribution": 0.1410089000345549 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.062631368637085, "normalized": 0.3699328428112775, "contribution": 0.11097985284338324 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0cef0aea6805c1f6c935084f34ee3f4599d9bd2aae70eda5dc55a77cfe045466", "id": "c1080ebcd38552703da09e781812", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.173524379730225, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.48593103885650635, "voiceclap": -0.1723727136850357, "fitness": 0.0, "legacy_fitness": 0.2096797752380371, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0111511945724487, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6791856922465364, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0111511945724487, "normalized": 0.9079315976717118, "contribution": 0.36317263906868474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3166722357273102, "normalized": 0.49668850702194123, "contribution": 0.14900655210658237 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.597292900085449, "normalized": 0.5566883369042308, "contribution": 0.16700650107126924 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d421485b5bc28575ba9660e63518e36f2d6f165bfde7ec085c79dd6822839121", "id": "c1835b43ab5d8278f7dc029a3bfa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.16352137923240662, "fitness": 0.0, "legacy_fitness": 0.2055248236656189, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.847217321395874, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6487424636063815, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.847217321395874, "normalized": 0.8487881910615418, "contribution": 0.33951527642461676 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09473678469657898, "normalized": 0.35528385016051556, "contribution": 0.10658515504815466 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9493331909179688, "normalized": 0.6754734404453671, "contribution": 0.20264203213361012 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "36836df0b63594df56ef72fd4fcf036b4794da4158b5c0a1dd9a95bef0c0be56", "id": "c1917b0edac40323e0ee51155ff2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.06671799719333649, "fitness": 0.0, "legacy_fitness": 0.21139164092493307, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2033456563949585, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44925762675150843, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2033456563949585, "normalized": 0.4463985988942904, "contribution": 0.17855943955771617 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.015879511833190918, "normalized": 0.3085375387259869, "contribution": 0.09256126161779606 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.704005002975464, "normalized": 0.5937897519199874, "contribution": 0.17813692557599622 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f9239758cb247b3dfcc1b4f0ae9362ebbe729014046b0868de8205f86fa8a10a", "id": "c1c05e02514948d967303799e722", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.821148872375488, "wer": 0.0, "identity": null, "voiceclap": -0.2389591634273529, "fitness": 0.0, "legacy_fitness": 0.21479954957962033, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.20388489961624146, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3568755921186633, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.20388489961624146, "normalized": 0.4467846853145092, "contribution": 0.1787138741258037 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.7677974700927734, "normalized": 0.2763396821613543, "contribution": 0.08290190464840629 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fcd2e1f795af69f05f8ef2d947a23851ab4c3d37a68e8488f0feace8c8d2a187", "id": "c1c79723da26115d6d4aabd23fbf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.499174118041992, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.730056643486023, "voiceclap": -0.08760789781808853, "fitness": 0.0, "legacy_fitness": 0.20515045642852783, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.015465259552002, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6460807720425751, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.015465259552002, "normalized": 0.9092151591848168, "contribution": 0.36368606367392675 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10071082413196564, "normalized": 0.3589270847512528, "contribution": 0.10767812542537583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.671001434326172, "normalized": 0.5823886098109083, "contribution": 0.1747165829432725 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1a5709d99334282e63afbb88c6ae0a65e1bc530317bb091b6148e64e8f3244ab", "id": "c1e7f8089320f6ae1bff9454db03", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.419747352600098, "genuineness": 4.400654315948486, "wer": 0.0, "identity": null, "voiceclap": -0.1354428380727768, "fitness": 0.0, "legacy_fitness": 0.20631256818771362, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.29933321475982666, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4381718916786319, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.29933321475982666, "normalized": 0.5155797165656281, "contribution": 0.20623188662625125 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0768146812915802, "normalized": 0.344434414388191, "contribution": 0.10333032431645729 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.234251022338867, "normalized": 0.42869893578641116, "contribution": 0.12860968073592335 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5bd035aa6664014c81079d36bb986fcb3d9349ec82c13dd852d9483dcee4cf84", "id": "c21f410d1530f0217d79ead3031b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.7104901075363159, "voiceclap": -0.18965701758861542, "fitness": 0.0, "legacy_fitness": 0.20426962137222288, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.115986168384552, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.36341158284814423, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.115986168384552, "normalized": 0.3847730170985377, "contribution": 0.15390920683941509 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06845101714134216, "normalized": 0.3394141598017219, "contribution": 0.10182424794051657 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.029627561569214, "normalized": 0.3589270935607085, "contribution": 0.10767812806821254 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "697c75aeb6f2fc135d876ee9cc49ed99ea4b140237f51408723626130d5d43d7", "id": "c270a03d7799fa632beaaf76f87d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.068024158477783, "wer": 0.0, "identity": null, "voiceclap": 0.06447192281484604, "fitness": 0.0, "legacy_fitness": 0.21287564402708825, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0715478658676147, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.711483737257853, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0715478658676147, "normalized": 0.9247120174186527, "contribution": 0.3698848069674611 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05530816316604614, "normalized": 0.33158276858618174, "contribution": 0.09947483057585452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4135866165161133, "normalized": 0.807080332381791, "contribution": 0.2421240997145373 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8930f39c381fae6b2d5ccb0048154e7ddbaa97acdc732263e177f999e37b4326", "id": "c2c4d1df27fd9c907aca09a43d43", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.133810997009277, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.14504177868366241, "fitness": 0.0, "legacy_fitness": 0.22472724384814508, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0327214002609253, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7663702006778877, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0327214002609253, "normalized": 0.9142167240596977, "contribution": 0.36568668962387907 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.5308951139450073, "normalized": 0.9759544503363553, "contribution": 0.29278633510090657 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.031827688217163, "normalized": 0.35965725317700703, "contribution": 0.10789717595310211 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "791ebd76a511c3a1074a318c850836777491ce9072063a98bbfd58514b2f5e92", "id": "c2c5c4db8f82e60787a42d22cde2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.229123115539551, "genuineness": 4.582659721374512, "wer": 0.07142857142857142, "identity": 0.6921074986457825, "voiceclap": -0.19245114922523499, "fitness": 0.0, "legacy_fitness": 0.19314595835549492, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7307380437850952, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5899340373760784, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7307380437850952, "normalized": 0.7939810098243744, "contribution": 0.31759240392974974 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.636897325515747, "normalized": 0.5705341849730415, "contribution": 0.17116025549191247 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "12245ed3e02b1bfbc87c19ea795435f4f9f2208ac988ec88d0d69b158aa3e6b5", "id": "c3152c1be5fa5029111f34e333d2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.395919322967529, "genuineness": 4.243753433227539, "wer": 0.0, "identity": 0.6153119206428528, "voiceclap": -0.12231902778148651, "fitness": 0.0, "legacy_fitness": 0.20203262567520142, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9291843175888062, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6273363948045092, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9291843175888062, "normalized": 0.880937757163953, "contribution": 0.3523751028655812 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7293081283569336, "normalized": 0.6024777545717662, "contribution": 0.18074332637152987 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "56fede77ecf6ba63878286c032412534a17f49fca207364f236a051957c05a3c", "id": "c31ab8dbbc273e4bc12008ef6b57", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.15588903427124, "wer": 0.03333333333333333, "identity": 0.6876918077468872, "voiceclap": -0.13214044272899628, "fitness": 0.0, "legacy_fitness": 0.19225346469879148, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1276304721832275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.661496195123288, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1276304721832275, "normalized": 0.938105479357578, "contribution": 0.37524219174303125 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8283193111419678, "normalized": 0.6359507907076711, "contribution": 0.19078523721230134 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9bab3ced90f9d8568a9d7f4238d030412e75ce81f8eac15c3daf563201cbb254", "id": "c31b0d0e8105f25fa44d2c2f73e8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.557555198669434, "wer": 0.0, "identity": null, "voiceclap": -0.09895148873329163, "fitness": 0.0, "legacy_fitness": 0.21071165084838867, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0715478658676147, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6079417192360074, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0715478658676147, "normalized": 0.9247120174186527, "contribution": 0.3698848069674611 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3189609050750732, "normalized": 0.4583894149452275, "contribution": 0.13751682448356825 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "49b31eec0edb4d402896a43ee584e4dacd375b99d96f7d670d9ede64a8b01f15", "id": "c40eafac769a8abf6e3bfbac7989", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.6411066651344299, "voiceclap": -0.14917920529842377, "fitness": 0.0, "legacy_fitness": 0.233997035609888, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.29717618227005005, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4986455526722329, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.29717618227005005, "normalized": 0.5140224158686985, "contribution": 0.20560896634747938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.909728765487671, "normalized": 0.6627287358578513, "contribution": 0.19881862075735537 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a139ef7f0f9efb4847c833a811d24439b29248a623716b5490985af4fc0607cf", "id": "c4267b23405457b6e7a9997def99", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.427689552307129, "genuineness": 4.162164688110352, "wer": 0.0, "identity": 0.7690210938453674, "voiceclap": -0.1318962574005127, "fitness": 0.0, "legacy_fitness": 0.2004694604873657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.0717671811580658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4170279907590365, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.0717671811580658, "normalized": 0.35455678120620276, "contribution": 0.1418227124824811 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.024243175983428955, "normalized": 0.3133672785495304, "contribution": 0.09401018356485911 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.733708620071411, "normalized": 0.6039836490389876, "contribution": 0.1811950947116963 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9d150865af5b07a4b835e8e93f858f7fc5dfbb0eff0db8365b67f875e4bbf334", "id": "c46f358dd8752cafc5e03d5c57fc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.444586753845215, "wer": 0.0, "identity": null, "voiceclap": -0.04971872270107269, "fitness": 0.0, "legacy_fitness": 0.20681517839431762, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8731015920639038, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5948689596467245, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8731015920639038, "normalized": 0.8595109953104372, "contribution": 0.3438043981241749 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5109329223632812, "normalized": 0.5262784413492124, "contribution": 0.15788353240476372 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "dd2b4f51116b129c01519df17b2747cea35e4e6aef4c6d55dc10fc0d0d7e1bc9", "id": "c483e0b7ee381387ee2d9a02233a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.4465986490249634, "voiceclap": -0.10322434455156326, "fitness": 0.0, "legacy_fitness": 0.20479302883148193, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3265656530857086, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5106357241643807, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3265656530857086, "normalized": 0.5352122394006864, "contribution": 0.21408489576027456 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06606140732765198, "normalized": 0.3379849777062144, "contribution": 0.10139549331186432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8723244667053223, "normalized": 0.6505177836408061, "contribution": 0.19515533509224184 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b4fb0d4e4cea98ce4338220bff1e0f2d4e0d607bfa278d860810dfc667680321", "id": "c4bea8ece6833945a23d2d342ee1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.252951145172119, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": null, "voiceclap": -0.18229661881923676, "fitness": 0.0, "legacy_fitness": 0.2186520441012098, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.0426473468542099, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3690406858139837, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.0426473468542099, "normalized": 0.33513362232251453, "contribution": 0.1340534489290058 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03141200542449951, "normalized": 0.3175327111481778, "contribution": 0.09525981334445334 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3398633003234863, "normalized": 0.4657580784684151, "contribution": 0.13972742354052453 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3e3306e43075b06fb58a320d32d560c08e89f6fcb596ac6e20ff1d7fa1a0643b", "id": "c5dcd63ff8af83f5d7ea57d20bd0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.049196243286133, "wer": 0.0, "identity": 0.6730486154556274, "voiceclap": 0.10725328326225281, "fitness": 0.0, "legacy_fitness": 0.1966921353340149, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7976057529449463, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6723591832460882, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7976057529449463, "normalized": 0.8267516271824219, "contribution": 0.3307006508729688 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.029022395610809326, "normalized": 0.3161416304100698, "contribution": 0.09484248912302094 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.4795942306518555, "normalized": 0.8227201441669949, "contribution": 0.24681604325009845 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ff8db383a2a593ecff8e385b1747b2705796ba7095f215350b06a3745ee2cdab", "id": "c5f550ad9d419547e18918fbc29c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.324435234069824, "genuineness": 4.65797233581543, "wer": 0.0, "identity": 0.5942161083221436, "voiceclap": -0.16839204728603363, "fitness": 0.0, "legacy_fitness": 0.21131583690643307, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07931676506996155, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3830009904134497, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07931676506996155, "normalized": 0.3596572897107887, "contribution": 0.1438629158843155 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07442507147789001, "normalized": 0.34299721467743244, "contribution": 0.10289916440322973 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3068594932556152, "normalized": 0.4541297004196817, "contribution": 0.1362389101259045 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b745ad6636ac41373abc1fa456c7722d3bc16c717e5bc17adc3b24cd81eeecd7", "id": "c5fad13b740177210ff0a876e759", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.348263263702393, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.5241100192070007, "voiceclap": -0.20309004187583923, "fitness": 0.0, "legacy_fitness": 0.20916390521549383, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04696139693260193, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3822105293415411, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04696139693260193, "normalized": 0.33798498086549933, "contribution": 0.13519399234619975 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4075210094451904, "normalized": 0.4896769645977275, "contribution": 0.14690308937931826 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3498208aa62db4fab1112c5b83d5d8b5cb63757ac6dde9bf7a8249572c04b1d7", "id": "c61609bafa4e8420e811e40509c1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.287685871124268, "wer": 0.0, "identity": 0.7134250998497009, "voiceclap": 0.06241258978843689, "fitness": 0.0, "legacy_fitness": 0.20265437602996825, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.468440294265747, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7386216306803526, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.468440294265747, "normalized": 0.9844679259234704, "contribution": 0.3937871703693882 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3368346095085144, "normalized": 0.5098362056900376, "contribution": 0.15295086170701128 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.839320659637451, "normalized": 0.6396119953465103, "contribution": 0.19188359860395307 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "09c09a5001c4718f9ed8d8235bd7e2e36060680994aa747c18bf69fa4bbc8b0f", "id": "c63c1050cc7fcf770760a8a6527f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.205295085906982, "genuineness": 4.545003414154053, "wer": 0.03571428571428571, "identity": 0.5452145338058472, "voiceclap": -0.15127889811992645, "fitness": 0.0, "legacy_fitness": 0.19932220765522546, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5948455333709717, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5123888125275361, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5948455333709717, "normalized": 0.7170901148981955, "contribution": 0.2868360459592782 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1066848635673523, "normalized": 0.36258319745346324, "contribution": 0.10877495923603897 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.119837999343872, "normalized": 0.38925935777406306, "contribution": 0.11677780733221892 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "68cebcc203f2fd8f23462e411d51750fe51c75bbd127575db019aed3eca6c6d3", "id": "c6888e0a34f6c448504eaadd4420", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.562715530395508, "genuineness": 4.362998008728027, "wer": 0.0, "identity": null, "voiceclap": -0.047763872891664505, "fitness": 0.0, "legacy_fitness": 0.20751568317413327, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4675810933113098, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5677203500353962, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4675810933113098, "normalized": 0.6344828422360069, "contribution": 0.2537931368944028 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08517833054065704, "normalized": 0.3494822162546737, "contribution": 0.10484466487640211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0175411701202393, "normalized": 0.6969418275486379, "contribution": 0.20908254826459136 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "742ecf05b8310b6c112ecdb52aabb54bab56706bb1e3f0d999e05dede06ca33c", "id": "c69daaa4a2014aa6d2b339cc4faa", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.2896551489830017, "fitness": 0.0, "legacy_fitness": 0.210513756275177, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.38884973526000977, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46774714069092105, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.38884973526000977, "normalized": 0.5797179190140811, "contribution": 0.23188716760563244 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08637313544750214, "normalized": 0.35020553269037047, "contribution": 0.10506165980711114 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2551534175872803, "normalized": 0.4359943775939249, "contribution": 0.13079831327817745 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "aacf007bb9a4699bc5be3d263e1857fc4817cfbe6721b4c991e18a582f5ff7ed", "id": "c6bfc652ec8d759b414e4fa8cd8b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.046441555023193, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.2723325490951538, "fitness": 0.0, "legacy_fitness": 0.20526311635971067, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1904035061597824, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3766673571601786, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1904035061597824, "normalized": 0.43714837301175713, "contribution": 0.17485934920470286 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.21839934587478638, "normalized": 0.43291983354873964, "contribution": 0.12987595006462188 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.6401827335357666, "normalized": 0.23977352630284604, "contribution": 0.07193205789085381 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fc5ba227d1b027976bc14c46c34e49bda5990d560ec26bad5f62f3e9b77e8097", "id": "c77f1fbb8c4504555ed1110c194b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 5.808161735534668, "genuineness": 4.362998008728027, "wer": 0.0, "identity": 0.08392389118671417, "voiceclap": 0.016664603725075722, "fitness": 0.0, "legacy_fitness": 0.1961973762512207, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3433328866958618, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8787411243514488, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3433328866958618, "normalized": 0.9731772149419995, "contribution": 0.3892708859767998 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6825819611549377, "normalized": 0.7223523024049361, "contribution": 0.21670569072148083 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.941647529602051, "normalized": 0.9092151588438939, "contribution": 0.27276454765316815 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d2066d2845cd29268b858a01c13a587a423e69d04b12a9201deafce023fa7333", "id": "c7e9f54e5e0b6336609b70354597", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.086852550506592, "wer": 0.03125, "identity": null, "voiceclap": 0.021071044728159904, "fitness": 0.0, "legacy_fitness": 0.1909958267211914, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4524819254875183, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5836736450165049, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4524819254875183, "normalized": 0.6241529086931683, "contribution": 0.24966116347726733 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.395984649658203, "normalized": 0.8027715080715057, "contribution": 0.24083145242145168 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3023c3e433d12b653b8a935600e455776b73fbe705e42fa8ca2c3a33ee357e77", "id": "c7ee1a04cf301ce356c35f015f90", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.332377910614014, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.5058004856109619, "voiceclap": -0.3169589042663574, "fitness": 0.0, "legacy_fitness": 0.21206257820129393, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1233164072036743, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7447029730624835, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1233164072036743, "normalized": 0.9371461861416839, "contribution": 0.3748584744566736 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9526084065437317, "normalized": 0.8487882091149028, "contribution": 0.2546364627344708 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.104436159133911, "normalized": 0.38402678623779685, "contribution": 0.11520803587133904 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "58e080d1becf9d2b3daf7344eaabd8c9489aa1e01958318aa8cf4dc5f5f8bd5c", "id": "c83a44c0dde556a0c85080d38abc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.10395584255456924, "fitness": 0.0, "legacy_fitness": 0.20784381866455076, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.0717671811580658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43242552991085503, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.0717671811580658, "normalized": 0.35455678120620276, "contribution": 0.1418227124824811 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07203544676303864, "normalized": 0.3415622739745942, "contribution": 0.10246868219237826 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8019163608551025, "normalized": 0.6271137841199856, "contribution": 0.18813413523599568 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c9d2545a4957c495ba746abaad5cd395705abdd6f3c5be386f17a1febbdb017e", "id": "c844bdc04ce214783b3c735ee3dc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.435632705688477, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.49432799220085144, "voiceclap": -0.12953296303749084, "fitness": 0.0, "legacy_fitness": 0.20702155828475954, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7630934119224548, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5539676392060888, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7630934119224548, "normalized": 0.8102739493090275, "contribution": 0.32410957972361104 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10429525375366211, "normalized": 0.3611192300496363, "contribution": 0.10833576901489089 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.166043281555176, "normalized": 0.40507430155862306, "contribution": 0.12152229046758692 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a19f693204cc557a9d3dcdc0d0f136c56e3894f91ee4b73a56db511b5ea99f90", "id": "c88f1532ebe6783b53ac43e76a36", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.25, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.2707103490829468, "fitness": 0.0, "legacy_fitness": 0.20390047550201418, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10412253439426422, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40726789223458754, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10412253439426422, "normalized": 0.3765884535646532, "contribution": 0.1506353814258613 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5180838108062744, "normalized": 0.5288047717794877, "contribution": 0.1586414315338463 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "973e99cd1a0e2fb31ec385b834919053cae51cc0e0b27cd34b12019187946faa", "id": "c8b1724248606ceb2ff2e32a381b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.348263263702393, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.0018788650631904602, "fitness": 0.0, "legacy_fitness": 0.22833418711286682, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.47405219078063965, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5373489456149141, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.47405219078063965, "normalized": 0.6388807859429131, "contribution": 0.25555231437716525 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.779913902282715, "normalized": 0.6196979369620196, "contribution": 0.18590938108860586 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ba21933b637db57d620ab8acc3898ac329045deea5600add9d3326eef125c145", "id": "c8d710b974474d1176e6f824a2b7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.523001670837402, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.07630930840969086, "fitness": 0.0, "legacy_fitness": 0.21492193460464476, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1310853362083435, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.39919412879909966, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1310853362083435, "normalized": 0.39526401232748143, "contribution": 0.15810560493099257 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.024243175983428955, "normalized": 0.3133672785495304, "contribution": 0.09401018356485911 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4091711044311523, "normalized": 0.49026113434415985, "contribution": 0.14707834030324796 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "80915415c03397be3011a0de1980976ef3027c3e171fc382e85a997acde496db", "id": "c8d84a0d3d100a121ab73996ef69", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.8, "cfg": 1.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.557555198669434, "wer": 0.0, "identity": null, "voiceclap": -0.22529137134552002, "fitness": 0.0, "legacy_fitness": 0.20975852966308595, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2743080854415894, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.826661039405113, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2743080854415894, "normalized": 0.9644381970298077, "contribution": 0.3857752788119231 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9478291273117065, "normalized": 0.8469494709433201, "contribution": 0.254084841282996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.78871488571167, "normalized": 0.6226697310339799, "contribution": 0.18680091931019396 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "fe0b4fa2daf4d664e5a304f7a69b93212f586cd3bc90f027418a79e8d6d390a8", "id": "c90767a627041d4e813e130cff9f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.435632705688477, "genuineness": 4.325342178344727, "wer": 0.0, "identity": null, "voiceclap": -0.15809938311576843, "fitness": 0.0, "legacy_fitness": 0.2046680450439453, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1319445371627808, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6282057476030046, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1319445371627808, "normalized": 0.9390533071845072, "contribution": 0.3756213228738029 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0481393039226532, "normalized": 0.3273416398045801, "contribution": 0.09820249194137402 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.47792911529541, "normalized": 0.5146064426260922, "contribution": 0.15438193278782766 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "32c13d6efa7d1331043d12b59de02a4dd7df5e81997beee59d7e62bac533c8f0", "id": "c92649d5e936ae2bbfa1f935207e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.507116317749023, "genuineness": 4.545003414154053, "wer": 0.0, "identity": 0.7015517950057983, "voiceclap": -0.10471784323453903, "fitness": 0.0, "legacy_fitness": 0.21123183012008667, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5161141157150269, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5527762238511609, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5161141157150269, "normalized": 0.6669986682458872, "contribution": 0.26679946729835485 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.36237362027168274, "normalized": 0.5264728094620762, "contribution": 0.15794184283862286 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.228750467300415, "normalized": 0.4267830457139437, "contribution": 0.1280349137141831 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a4d82a6a170d9732cd6069429a0f3baad7a0a6181fdabbc80081949881aa6d3e", "id": "c950b55732244e1e1490bbfd7b62", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.18099308013916, "wer": 0.03225806451612903, "identity": null, "voiceclap": -0.08902259171009064, "fitness": 0.0, "legacy_fitness": 0.19422763547589703, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9895809888839722, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6583125673722704, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9895809888839722, "normalized": 0.9013118374162166, "contribution": 0.3605247349664866 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11265890300273895, "normalized": 0.36625188390122715, "contribution": 0.10987556517036814 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.799715995788574, "normalized": 0.6263742241180521, "contribution": 0.18791226723541563 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "047647e015d56d51e5693085599c567dafd00ef06432d14cbecbb230083aed32", "id": "c9658306918bb1b440d0d709d8f1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.523001670837402, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.07710052281618118, "fitness": 0.0, "legacy_fitness": 0.20833209276199344, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4977794289588928, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5436370889826483, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4977794289588928, "normalized": 0.6548461336784563, "contribution": 0.26193845347138256 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7271077632904053, "normalized": 0.6017241918561651, "contribution": 0.18051725755684953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4a9c628c179bab9faae28c6ccf4051adf5831ff73649f97f8d6e11d49794f29a", "id": "c96858ba2201e823f86ad9e90ef2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.04910365492105484, "fitness": 0.0, "legacy_fitness": 0.21067974328994749, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6323741674423218, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7982150586808723, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6323741674423218, "normalized": 0.9929189459157584, "contribution": 0.39716757836630334 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5475687384605408, "normalized": 0.6439885494775387, "contribution": 0.19319656484326161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0043396949768066, "normalized": 0.692836384904358, "contribution": 0.20785091547130738 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "082310b783c74ee93a6c132c53e93ff39b813c5217189bbb5c89e42c1861bc0c", "id": "c9938bb5a1262c497b754e657733", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.38003396987915, "genuineness": 4.758388519287109, "wer": 0.0, "identity": null, "voiceclap": -0.05909290909767151, "fitness": 0.0, "legacy_fitness": 0.21466022253036499, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7976057529449463, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7358828168910775, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7976057529449463, "normalized": 0.8267516271824219, "contribution": 0.3307006508729688 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9143745303153992, "normalized": 0.8336650213905857, "contribution": 0.2500995064171757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.484529972076416, "normalized": 0.5169421986697766, "contribution": 0.15508265960093298 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "67235d7f6e2018a985db089bd534213a9fa60c5b3cd0b7457bbd1c09ee04f2ce", "id": "c9968baa2652c6ff74ed21eb8a3d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.221180438995361, "genuineness": 4.419482707977295, "wer": 0.06666666666666667, "identity": 0.5227969288825989, "voiceclap": -0.17774268984794617, "fitness": 0.0, "legacy_fitness": 0.19021778933207195, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1405726671218872, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7018715337034741, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1405726671218872, "normalized": 0.9409148865955532, "contribution": 0.3763659546382213 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.32753750681877136, "normalized": 0.503774113784496, "contribution": 0.1511322341353488 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.667701005935669, "normalized": 0.5812444830996799, "contribution": 0.17437334492990397 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b7f1782e90904ecc74b4ac828b829c5066f1b54e0cc6758cbc2acd1c9d8316c7", "id": "ca3629d8744ff424624b54bcd703", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.3127899169921875, "wer": 0.0, "identity": 0.6125431060791016, "voiceclap": -0.06807932257652283, "fitness": 0.0, "legacy_fitness": 0.20506907939910887, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1966552734375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6802106185879169, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1966552734375, "normalized": 0.9519500343534602, "contribution": 0.3807800137413841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.18076291680335999, "normalized": 0.4088637760475578, "contribution": 0.12265913281426734 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6908035278320312, "normalized": 0.5892382401075515, "contribution": 0.17677147203226545 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8921901a5109c8bc33d4da988145de21de2e486d2c4692023395ab927e56e97d", "id": "ca375ee1c3574fce757f88a9d26f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.038498878479004, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.06495390832424164, "fitness": 0.0, "legacy_fitness": 0.20709885882031803, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.17206880450248718, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47204691976162416, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.17206880450248718, "normalized": 0.4241036665247633, "contribution": 0.1696414666099053 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20525646209716797, "normalized": 0.42448622025087934, "contribution": 0.1273458660752638 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6743016242980957, "normalized": 0.5835319569215169, "contribution": 0.17505958707645508 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bd7cae5ed89f0c64e38b172428762bfa925e5f5adfdb0778556d443d905b0883", "id": "ca780240b28556acf9b60ed2abe0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.218649387359619, "wer": 0.0, "identity": null, "voiceclap": -0.13086645305156708, "fitness": 0.0, "legacy_fitness": 0.202477285861969, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.0717671811580658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43187026345781243, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.0717671811580658, "normalized": 0.35455678120620276, "contribution": 0.1418227124824811 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8283193111419678, "normalized": 0.6359507907076711, "contribution": 0.19078523721230134 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c9f8a1d45dd665cac78903a9af36560ca4cba57a2b4713ff37db1ce23fc7d3b4", "id": "ca85be4013a72428031b334d03ef", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.443574905395508, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.18032951653003693, "fitness": 0.0, "legacy_fitness": 0.22818296710241343, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.248643159866333, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5015452687425652, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.248643159866333, "normalized": 0.4789717792827674, "contribution": 0.19158871171310699 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05172371864318848, "normalized": 0.32945945310662184, "contribution": 0.09883783593198654 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.039543628692627, "normalized": 0.7037290703249057, "contribution": 0.2111187210974717 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "41a56008f573aad7dc2a2d559c6ab594e61e1dad638d346ad0964b47f4fff88a", "id": "cad162ea2927ecf1f4bd7f6af787", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.6427229642868042, "voiceclap": -0.13896018266677856, "fitness": 0.0, "legacy_fitness": 0.2086224675178528, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3692171573638916, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7802743574541707, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3692171573638916, "normalized": 0.9759544456539506, "contribution": 0.39038177826158027 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.8307380676269531, "normalized": 0.7973043570459495, "contribution": 0.23919130711378483 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.443275213241577, "normalized": 0.5023375735960188, "contribution": 0.15070127207880565 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "281e5933e018d9baa0d360c4a53dd55395df7b7881a035cec83459d60747657e", "id": "cb065ec75f6988110bc060b17697", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.7390316724777222, "voiceclap": 0.046030618250370026, "fitness": 0.0, "legacy_fitness": 0.21613685058254206, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03509776294231415, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.35042222566925707, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03509776294231415, "normalized": 0.33016661724432894, "contribution": 0.1320666468977316 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.032606810331344604, "normalized": 0.31822922055985153, "contribution": 0.09546876616795545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1792447566986084, "normalized": 0.40962270867856687, "contribution": 0.12288681260357005 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d5531fd3d763185cc6b2dd61950bca37ca39cfe6609ae3cdeb619081355bbba7", "id": "cb695b9665fd80ad77d5c3333198", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.538887023925781, "genuineness": 4.720732688903809, "wer": 0.0, "identity": null, "voiceclap": -0.0445089191198349, "fitness": 0.0, "legacy_fitness": 0.21610162258148194, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9809528589248657, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6127450435673476, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9809528589248657, "normalized": 0.8985685878049081, "contribution": 0.3594274351219633 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1198277473449707, "normalized": 0.3706704695004933, "contribution": 0.111201140850148 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3624157905578613, "normalized": 0.4737215586507876, "contribution": 0.14211646759523627 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8e0c82dbda67f7d0a461d0d10693e1c743449cf4437a6edc6c60661a86edaa3a", "id": "cc306309d0719f36b31b2f14421f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.243753433227539, "wer": 0.0, "identity": null, "voiceclap": -0.023142892867326736, "fitness": 0.0, "legacy_fitness": 0.20096036434173584, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5806056261062622, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6989175817346878, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5806056261062622, "normalized": 0.9908471303955984, "contribution": 0.3963388521582394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07800948619842529, "normalized": 0.3451538589845051, "contribution": 0.10354615769535154 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.911929130554199, "normalized": 0.663441906270323, "contribution": 0.19903257188109688 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6944320c5c802d8e592d533d35eff07c347f4039361c1df272203de4282a5a07", "id": "cc75aa06d4313ba671b1bf27ad0b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.17177614569664001, "fitness": 0.0, "legacy_fitness": 0.21168495178222657, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8601595163345337, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5924884974990652, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8601595163345337, "normalized": 0.8542158763077459, "contribution": 0.34168635052309837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10429525375366211, "normalized": 0.3611192300496363, "contribution": 0.10833576901489089 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3657162189483643, "normalized": 0.47488792653691986, "contribution": 0.14246637796107595 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8938de42cd74995a176ed494e2730e9321fb07e4657088d658967b19df0027fd", "id": "cc8c1dad721f2fca659f85e43eb5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.5116365551948547, "voiceclap": -0.2615557312965393, "fitness": 0.0, "legacy_fitness": 0.20863094091415404, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1531948447227478, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.446072900852812, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1531948447227478, "normalized": 0.41076174500758245, "contribution": 0.164304698003033 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12221735715866089, "normalized": 0.3721471605088469, "contribution": 0.11164414815265407 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6269962787628174, "normalized": 0.5670801823237498, "contribution": 0.17012405469712494 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3eac22bef8a2a250e4d184b792274d40a41cb1d08f9be1b27137da09ab9c14fd", "id": "cca2fdf22bd20efb8f641fad4c16", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.7153341770172119, "voiceclap": -0.168096125125885, "fitness": 0.0, "legacy_fitness": 0.2088862735182021, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15049855411052704, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44338039000464063, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15049855411052704, "normalized": 0.4088637699418659, "contribution": 0.16354550797674638 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04933410882949829, "normalized": 0.3280469645699654, "contribution": 0.09841408937098962 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7359087467193604, "normalized": 0.6047359755230154, "contribution": 0.1814207926569046 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "22a1a1383a3fc7ba1828a5919c87473eb8161f13d79fe9d2bf32a726f5133f7c", "id": "ccab68cc12075d63c3d7f6903227", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.348263263702393, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.10618067532777786, "fitness": 0.0, "legacy_fitness": 0.2110456442832947, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6410022974014282, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8897587935558586, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6410022974014282, "normalized": 0.9932207075094988, "contribution": 0.39728828300379954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.6312588453292847, "normalized": 0.9838478512712194, "contribution": 0.2951543553813658 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.89432692527771, "normalized": 0.6577205172356444, "contribution": 0.1973161551706933 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "05c0de31f6a5b6e940253480562b9f911885c97e1a9d4bf574b02f36f980c366", "id": "ccb0ca76858db7e74dfbef662ead", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.260893821716309, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.12604640424251556, "fitness": 0.0, "legacy_fitness": 0.20722468614578246, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2311676740646362, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8118154568198461, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2311676740646362, "normalized": 0.957876873567772, "contribution": 0.3831507494271088 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6682442426681519, "normalized": 0.7144411656194336, "contribution": 0.21433234968583006 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0747478008270264, "normalized": 0.7144411923563575, "contribution": 0.21433235770690726 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ffb21572e0cef6e102b27687fce45c7024534d94a67f71caf90a6e9bcb93c388", "id": "ccf80db6e3baed30bb9fd21f376b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.24500846862793, "genuineness": 4.632867813110352, "wer": 0.0, "identity": 0.587824821472168, "voiceclap": -0.19537179172039032, "fitness": 0.0, "legacy_fitness": 0.20949682235717773, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3130842447280884, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43951550762071573, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3130842447280884, "normalized": 0.5255008868539174, "contribution": 0.21020035474156695 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12460696697235107, "normalized": 0.3736257341753624, "contribution": 0.11208772025260871 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1242384910583496, "normalized": 0.3907581087551335, "contribution": 0.11722743262654005 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e07c91e982f03f98441ded0f206b2fd28812d25543a04d526626bd21c8536f7a", "id": "cd6ea5b51a9c9b8b1c1cbb3e56f9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.316492557525635, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.6777442693710327, "voiceclap": -0.1653175950050354, "fitness": 0.0, "legacy_fitness": 0.21910334785299468, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09765146672725677, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40247351248117585, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09765146672725677, "normalized": 0.3721471599640046, "contribution": 0.14885886398560186 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.493605852127075, "normalized": 0.520152792295199, "contribution": 0.15604583768855967 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "234a09716b937dc61d79c440bf94c1056e71f5b2b05c9993a584f5368a959472", "id": "cdd2daa64d81eb1bb5f1453afde2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.441799134016037, "voiceclap": 0.06329293549060822, "fitness": 0.0, "legacy_fitness": 0.2057344365119934, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.877415657043457, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6291474160369142, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.877415657043457, "normalized": 0.861246667995416, "contribution": 0.34449866719816646 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.30173712968826294, "normalized": 0.4869509847391054, "contribution": 0.14608529542173163 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.328861951828003, "normalized": 0.46187817805672027, "contribution": 0.13856345341701606 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ae717eacdddadd1fe618232629db6a5b0c4f8e727fc0153aace2611e5fcb4476", "id": "ce0e14b93088fda5e2928c7eff32", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.6, "cfg": 1.5, "generation": null, "ce": 5.863759994506836, "genuineness": 4.507347106933594, "wer": 0.06666666666666667, "identity": null, "voiceclap": -0.3793991208076477, "fitness": 0.0, "legacy_fitness": 0.18726407241821288, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.088804006576538, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6501678070174202, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.088804006576538, "normalized": 0.9290496857085158, "contribution": 0.3716198742834063 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.23751625418663025, "normalized": 0.44524061224760036, "contribution": 0.13357218367428011 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.389369010925293, "normalized": 0.4832524968657792, "contribution": 0.14497574905973376 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "05d87ef3276ec98b8763b56e7ab7349d88784aa1e2012fb955bdb7c8e91b0933", "id": "cea10a648461de9d066215d003bf", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.287685871124268, "wer": 0.0, "identity": 0.571029543876648, "voiceclap": -0.043521128594875336, "fitness": 0.0, "legacy_fitness": 0.20467975854873655, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6272008419036865, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5800622081668865, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6272008419036865, "normalized": 0.7365719282003345, "contribution": 0.2946287712801338 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3003929853439331, "normalized": 0.4860749127250722, "contribution": 0.14582247381752164 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3387629985809326, "normalized": 0.46536987689743664, "contribution": 0.139610963069231 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0b2c6246a8a581fedb35a3b400de858bcee73372d36056f188661273498f3f3e", "id": "ceb2126e7371b7fa1eb6acccb3b4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.221180438995361, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.5128054618835449, "voiceclap": -0.15252196788787842, "fitness": 0.0, "legacy_fitness": 0.2050599765777588, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7790517807006836, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8754423463868143, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7790517807006836, "normalized": 0.9967235446460143, "contribution": 0.3986894178584057 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7746357917785645, "normalized": 0.9912255260623619, "contribution": 0.29736765781870855 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.716106414794922, "normalized": 0.5979509023656668, "contribution": 0.17938527070970003 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "50ca823676d92bb2446a27663cfa350b9bad4e933099862a8149866c94247ddb", "id": "ceb939b1aaadcdcc44bdbb2e624b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.070269584655762, "genuineness": 4.256305694580078, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.22613351047039032, "fitness": 0.0, "legacy_fitness": 0.19087962992986046, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7911347150802612, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6058356223347033, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7911347150802612, "normalized": 0.8237335449547649, "contribution": 0.329493417981906 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2082434743642807, "normalized": 0.42640005729186947, "contribution": 0.12792001718756082 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4218225479125977, "normalized": 0.49474062388412166, "contribution": 0.1484221871652365 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "90580e7ae841f99704ccd58bd7df1ae89d67b6815d991f2afa327b41fb2f1579", "id": "cebb61126bf6317df540d1af2129", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.197352409362793, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.2455197274684906, "fitness": 0.0, "legacy_fitness": 0.20470255613327026, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.44385385513305664, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47613855878623484, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.44385385513305664, "normalized": 0.6182093599799441, "contribution": 0.24728374399197764 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.283756732940674, "normalized": 0.44601253556730625, "contribution": 0.13380376067019187 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3071a4bf11df493ced2a09b0e55c05f2c1ec6e43180b29f33666dafcc5f100ef", "id": "cf027388e87313646437891c9c1a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.011539936065674, "wer": 0.0, "identity": 0.7272921800613403, "voiceclap": 0.013930289074778557, "fitness": 0.0, "legacy_fitness": 0.1957507276535034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.149200677871704, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6714409760349539, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.149200677871704, "normalized": 0.9427315435318625, "contribution": 0.377092617412745 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.936131715774536, "normalized": 0.6712470637890089, "contribution": 0.20137411913670267 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a0392bc6994dc05bb14ce6e8ab0cacdf90fdf28cc8a9bcba915f37d8bec78516", "id": "cf5a5467f242962acf6c0ee856f4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.133810997009277, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.6876999139785767, "voiceclap": -0.22420001029968262, "fitness": 0.0, "legacy_fitness": 0.203435640335083, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7177959084510803, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6116968869649833, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7177959084510803, "normalized": 0.7872381901168892, "contribution": 0.3148952760467557 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.903127908706665, "normalized": 0.6605858000030286, "contribution": 0.19817574000090857 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "91a72b170f369cb7628a805a76c262460244f26f55d22093be25da9ed63badc3", "id": "cfa14143de5f14b965037d048fe7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.19122834503650665, "fitness": 0.0, "legacy_fitness": 0.20799486637115477, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3433328866958618, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6813716500613604, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3433328866958618, "normalized": 0.9731772149419995, "contribution": 0.3892708859767998 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1771784871816635, "normalized": 0.4065890312914521, "contribution": 0.12197670938743561 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6269962787628174, "normalized": 0.5670801823237498, "contribution": 0.17012405469712494 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4a3d6d8da4b41da48b8bce70b0176c11dc649351ad729ad1dd4fcec7e0e6f893", "id": "cfd48817297bc48f1d58360e37cc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.372091293334961, "genuineness": 4.519899368286133, "wer": 0.0, "identity": 0.7119388580322266, "voiceclap": -0.12338384240865707, "fitness": 0.0, "legacy_fitness": 0.2085788536071777, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2397956848144531, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6658186553012294, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2397956848144531, "normalized": 0.9592621723580457, "contribution": 0.3837048689432183 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12221735715866089, "normalized": 0.3721471605088469, "contribution": 0.11164414815265407 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6302967071533203, "normalized": 0.56823212735119, "contribution": 0.170469638205357 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "00f2537d3f95c329a208f503bd6456db8e0e519ec66d770c58fcc6a79cffde4d", "id": "d00351cf0d62253a61e9b13adda9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.483288764953613, "genuineness": 4.250029563903809, "wer": 0.0, "identity": null, "voiceclap": -0.1128317266702652, "fitness": 0.0, "legacy_fitness": 0.2035000705718994, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03833329677581787, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41724650111191536, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03833329677581787, "normalized": 0.3322917327827141, "contribution": 0.13291669311308565 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8195183277130127, "normalized": 0.633012879217419, "contribution": 0.1899038637652257 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c322c51a14d20c62997340871761f6160ae1fcb7118e94cb0847a3724b881ace", "id": "d06e354b1045d8052ee83e91d047", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.427689552307129, "genuineness": 4.281409740447998, "wer": 0.0, "identity": null, "voiceclap": -0.2795480489730835, "fitness": 0.0, "legacy_fitness": 0.20345058679580688, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07931676506996155, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43159465593613894, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07931676506996155, "normalized": 0.3596572897107887, "contribution": 0.1438629158843155 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.830519676208496, "normalized": 0.6366840693362819, "contribution": 0.19100522080088456 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "96d182c3dd4eb92f50dd76b40e7fddb92bd8ead6629b519f6b094a1bd3556f77", "id": "d14bcc84df707b5f9ca6450e3b4b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.09409761428833, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.24540218710899353, "fitness": 0.0, "legacy_fitness": 0.2130997722311666, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8946719169616699, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5926831891228005, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8946719169616699, "normalized": 0.8680429345348224, "contribution": 0.34721717381392897 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.22616559267044067, "normalized": 0.43791798799159126, "contribution": 0.13137539639747736 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0934348106384277, "normalized": 0.3803020630379805, "contribution": 0.11409061891139413 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a297a28c9b604a2090a0494dc6632afa8782b42ab867cfff781046c4089b3c0d", "id": "d19fd7b127db0ac9ff05b42f0494", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.419747352600098, "genuineness": 3.9425034523010254, "wer": 0.0, "identity": 0.6525482535362244, "voiceclap": 0.059919871389865875, "fitness": 0.0, "legacy_fitness": 0.20173341701978525, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11382915079593658, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47212970886145655, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11382915079593658, "normalized": 0.38328097421669977, "contribution": 0.15331238968667993 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07442507147789001, "normalized": 0.34299721467743244, "contribution": 0.10289916440322973 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0923497676849365, "normalized": 0.719727182571823, "contribution": 0.21591815477154688 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "42fe026a28f935d76b78d8ccf9900f60d6aee9662672926a72c838c838485979", "id": "d1aeff3aaf604084d2330aa2b7b0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.523001670837402, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.7275842428207397, "voiceclap": 0.028004424646496773, "fitness": 0.0, "legacy_fitness": 0.20205604553222656, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.45895302295684814, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.548874628419912, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.45895302295684814, "normalized": 0.6285914366399334, "contribution": 0.2514365746559734 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.903127908706665, "normalized": 0.6605858000030286, "contribution": 0.19817574000090857 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d74d13a0e269b599cb29f073e799122cc9858d854f7ffdd02867c60f187d50ad", "id": "d21163b05eac4266b93974496566", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.443574905395508, "genuineness": 4.469690799713135, "wer": 0.0, "identity": 0.7838366627693176, "voiceclap": -0.06861130893230438, "fitness": 0.0, "legacy_fitness": 0.20839589357376098, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0197793245315552, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.67671631351114, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0197793245315552, "normalized": 0.9104853938340195, "contribution": 0.36419415753360784 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.24229547381401062, "normalized": 0.448329565492984, "contribution": 0.13449886964789518 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7029049396514893, "normalized": 0.5934109544321234, "contribution": 0.17802328632963701 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "eb20e7d740e6a1d93cb7ee160a004d4f38e71acacab5cc6a8c1e319eee8b48e5", "id": "d2343de75b37acea8d2636af2575", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.24500846862793, "genuineness": 4.268857479095459, "wer": 0.0, "identity": null, "voiceclap": -0.23019498586654663, "fitness": 0.0, "legacy_fitness": 0.2003965640068054, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06313908100128174, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42687506601241887, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06313908100128174, "normalized": 0.3487594454068433, "contribution": 0.13950377816273732 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.006321042776107788, "normalized": 0.3030581666478478, "contribution": 0.09091744999435433 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.885525941848755, "normalized": 0.654846126184424, "contribution": 0.1964538378553272 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "66c029f7803d47b64fc6294c4df33c3112e8dfc02b5617eb3fe84f6ab65e0754", "id": "d313fbb9caeb1dc54cd266144d33", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.38797664642334, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.6042636632919312, "voiceclap": -0.10581030696630478, "fitness": 0.0, "legacy_fitness": 0.2000306701660156, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07284568250179291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44527063631136826, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07284568250179291, "normalized": 0.3552838485986999, "contribution": 0.14211353943947996 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9691355228424072, "normalized": 0.6817707531818977, "contribution": 0.20453122595456932 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "61d23edd9a8bc7be55ee5ef99c1399ba09fa082339aa58a821d224c63f8739ab", "id": "d34fe985c4cefb8843165b142f35", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 5.967014789581299, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.6149513721466064, "voiceclap": -0.11648984253406525, "fitness": 0.0, "legacy_fitness": 0.20375790834426877, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5374650955200195, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7122830184401926, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5374650955200195, "normalized": 0.9887331732056797, "contribution": 0.3954932692822719 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3088313043117523, "normalized": 0.4915756934180848, "contribution": 0.14747270802542545 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.619295358657837, "normalized": 0.5643901371083175, "contribution": 0.16931704113249527 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ebdab3d207c6e07a50f0e55ea5eeec08240bf908bce606877036f8cc1130f9fb", "id": "d352a5e18250714f578381992f7a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.25, "generation": null, "ce": 6.53094482421875, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.2406836301088333, "fitness": 0.0, "legacy_fitness": 0.21127545118331909, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06313908100128174, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4096950144121359, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06313908100128174, "normalized": 0.3487594454068433, "contribution": 0.13950377816273732 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.025437980890274048, "normalized": 0.31405988522466044, "contribution": 0.09421796556739813 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.683102607727051, "normalized": 0.5865775689400016, "contribution": 0.17597327068200047 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cf9715987475e5ba94974b293cfdbaf4d257c4cc9735200be54678ac68250917", "id": "d3b8e25704dd608a49caae1eea7e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.507116317749023, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.21662698686122894, "fitness": 0.0, "legacy_fitness": 0.2102904224395752, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04911842942237854, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4088840141178954, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04911842942237854, "normalized": 0.3394141713115657, "contribution": 0.1357656685246263 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.731508255004883, "normalized": 0.6032308534518596, "contribution": 0.18096925603555786 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1742cba63d10f08594f1ec9147ecd713988bf472109fdb802f603a357e139552", "id": "d3d34cd0bac99eb5686612edc024", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.372091293334961, "genuineness": 4.846253395080566, "wer": 0.0, "identity": null, "voiceclap": -0.1779327094554901, "fitness": 0.0, "legacy_fitness": 0.21673770427703853, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0197793245315552, "bursts": [ { "label": "Chuckle", "prob": 0.3704815208911896, "labels": [ [ "Chuckle", 0.3704815208911896 ], [ "no_burst", 0.34804773330688477 ], [ "Sharp Inhale", 0.13415253162384033 ] ], "family": "laugh", "no_burst_prob": 0.34804773330688477, "start": 6.06, "end": 6.4, "dur": 0.34000000000000075, "locator_confidence": 0.833 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6190188999066811, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0197793245315552, "normalized": 0.9104853938340195, "contribution": 0.36419415753360784 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2524513602256775, "normalized": 0.45490380119796403, "contribution": 0.1364711403593892 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.135239601135254, "normalized": 0.3945120067122802, "contribution": 0.11835360201368406 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "afa9f4e55ac3e85c1c1d141ff1bf401cbce40997e49d26e0317b43f8de48e5a8", "id": "d3dddd295efb40efa069acd2d9d1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.284721851348877, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.5450641512870789, "voiceclap": -0.08787937462329865, "fitness": 0.0, "legacy_fitness": 0.25683723165815725, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1837130784988403, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7933588637618373, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1837130784988403, "normalized": 0.9495623540131528, "contribution": 0.37982494160526115 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7268434762954712, "normalized": 0.9891870494145241, "contribution": 0.2967561148243572 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.119837999343872, "normalized": 0.38925935777406306, "contribution": 0.11677780733221892 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "27007281de205d9c898c31bb664a4ef10a3fed23705fd22888e6edd9bc428ab0", "id": "d3fca1016d454c9a536687ce0242", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.13078498840332, "wer": 0.0, "identity": 0.548201322555542, "voiceclap": -0.08101282268762589, "fitness": 0.188571409711883, "legacy_fitness": 0.377142819423766, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.24109357595443726, "bursts": [ { "label": "Sharp Inhale", "prob": 0.7555394768714905, "labels": [ [ "Sharp Inhale", 0.7555394768714905 ], [ "no_burst", 0.15326957404613495 ], [ "Deep Breath", 0.03698655962944031 ] ], "family": "breath", "no_burst_prob": 0.15326957404613495, "start": 4.34, "end": 4.54, "dur": 0.20000000000000018, "locator_confidence": 0.602 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0.45785692298412345, "matched": { "label": "Sharp Inhale", "prob": 0.7555394768714905, "labels": [ [ "Sharp Inhale", 0.7555394768714905 ], [ "no_burst", 0.15326957404613495 ], [ "Deep Breath", 0.03698655962944031 ] ], "family": "breath", "no_burst_prob": 0.15326957404613495, "start": 4.34, "end": 4.54, "dur": 0.20000000000000018, "locator_confidence": 0.602 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46712238809414763, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.24109357595443726, "normalized": 0.47352720190365477, "contribution": 0.18941088076146192 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.733708620071411, "normalized": 0.6039836490389876, "contribution": 0.1811950947116963 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e85f041cba77320d99077a1665a552ca316c7636cdec11e1d9337315ffb42fdd", "id": "d463565596ae7e48550415021f6c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.403861999511719, "genuineness": 4.293961524963379, "wer": 0.0, "identity": null, "voiceclap": -0.04534606635570526, "fitness": 0.0, "legacy_fitness": 0.20340696811676023, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 2.029266595840454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7279242079021576, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 2.029266595840454, "normalized": 0.9992427092760279, "contribution": 0.3996970837104112 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2962111532688141, "normalized": 0.48334977174655125, "contribution": 0.14500493152396537 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7535107135772705, "normalized": 0.6107406422259369, "contribution": 0.1832221926677811 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "073a27f918bd9e5827abc6c7850f58170c84eb166da5e890c170968f8d44bb3d", "id": "d48f064f5c1e4a76f32614ea21d8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.41180419921875, "genuineness": 4.306513786315918, "wer": 0.0, "identity": 0.641269326210022, "voiceclap": -0.01759606972336769, "fitness": 0.0, "legacy_fitness": 0.2038399076461792, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09010188281536102, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4531374120366724, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09010188281536102, "normalized": 0.36698710009316415, "contribution": 0.14679484003726567 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.010406255722045898, "normalized": 0.2935756546627519, "contribution": 0.08807269639882556 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.118752956390381, "normalized": 0.7275662520019373, "contribution": 0.21826987560058117 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ca0b7eff6eef3f32995f077b6d3cbc75f8c8cd93916daf5bcd90e583eeabc1ce", "id": "d49caed95b672717eb743e285643", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.5, "generation": null, "ce": 6.546830177307129, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.05863431096076965, "fitness": 0.0, "legacy_fitness": 0.21527936220169067, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6768124103546143, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5429348997031694, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6768124103546143, "normalized": 0.7650544336503637, "contribution": 0.30602177346014553 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08517833054065704, "normalized": 0.3494822162546737, "contribution": 0.10484466487640211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2672548294067383, "normalized": 0.44022820455540596, "contribution": 0.1320684613666218 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "479cf01a20b4c079c14eebf376e61f3994371fdcd89eecbdd6b90cc9486f9587", "id": "d531cd4e4afb644099a1d497bfdb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.02390456199645996, "fitness": 0.0, "legacy_fitness": 0.20945644855499268, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.47081664204597473, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47138415619226237, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.47081664204597473, "normalized": 0.6366840663796399, "contribution": 0.254673626551856 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08517833054065704, "normalized": 0.3494822162546737, "contribution": 0.10484466487640211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.07143235206604, "normalized": 0.37288621588001436, "contribution": 0.1118658647640043 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ebd48247b4f491d9e0a3bc4198429a71f66d9aeefb2909391450a809bb855bc9", "id": "d5d9f78d2b52629fb538f130c075", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.324435234069824, "genuineness": 4.21237325668335, "wer": 0.0, "identity": 0.6308259963989258, "voiceclap": 0.06146011874079704, "fitness": 0.0, "legacy_fitness": 0.2001758599281311, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2225395441055298, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6575573038637537, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2225395441055298, "normalized": 0.9564536753923059, "contribution": 0.38258147015692234 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.26081499457359314, "normalized": 0.46032722503425827, "contribution": 0.13809816751027748 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3129100799560547, "normalized": 0.4562588873218461, "contribution": 0.13687766619655384 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4db7af3bcfe708e2f12c6d3c2ef5537208822a93650e609e12756e143d17bb6a", "id": "d63a6eea680e7d8d64d2b5c8bb00", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.284721851348877, "genuineness": 4.6956281661987305, "wer": 0.03571428571428571, "identity": null, "voiceclap": -0.2595372796058655, "fitness": 0.0, "legacy_fitness": 0.20410219149930137, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14456674456596375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4289943207935726, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14456674456596375, "normalized": 0.4046958198997175, "contribution": 0.161878327959887 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05172371864318848, "normalized": 0.32945945310662184, "contribution": 0.09883783593198654 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6093943119049072, "normalized": 0.5609271896723302, "contribution": 0.16827815690169906 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "abb5cd587a68ee2c46d7400a43aadcae047f3a3b2a09442b55114cb7125f06c5", "id": "d65202b24d4d09c5b0581a1b3cac", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.14636275172233582, "fitness": 0.0, "legacy_fitness": 0.20754172563552856, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8601595163345337, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5789111561807383, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8601595163345337, "normalized": 0.8542158763077459, "contribution": 0.34168635052309837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0624769926071167, "normalized": 0.3358455817346283, "contribution": 0.10075367452038848 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3090596199035645, "normalized": 0.4549037704575047, "contribution": 0.1364711311372514 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a4e456dfd6683a0c67e4b6dcf8c5b63d8fe5d28530db4618ceec3e3e58b9fcaa", "id": "d677e42caed27c46b0ef5f2f5212", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.459460258483887, "genuineness": 4.331617832183838, "wer": 0.06896551724137931, "identity": 0.5642997026443481, "voiceclap": -0.04610186815261841, "fitness": 0.0, "legacy_fitness": 0.19103184280724358, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4598121643066406, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8099178251609809, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4598121643066406, "normalized": 0.9838478525601682, "contribution": 0.3935391410240673 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.0338551998138428, "normalized": 0.8778006325710657, "contribution": 0.2633401897713197 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.465277671813965, "normalized": 0.5101283145519799, "contribution": 0.15303849436559397 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8d540ef476e83ebd5c8c8c5a6f662de8695920d7f1961d660bbe827c49cdb089", "id": "d68ab01898ec310733536f67025a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.427689552307129, "genuineness": 4.281409740447998, "wer": 0.0, "identity": null, "voiceclap": -0.12818998098373413, "fitness": 0.0, "legacy_fitness": 0.20345058679580688, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3605891466140747, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6189038645606807, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3605891466140747, "normalized": 0.9750568498099403, "contribution": 0.3900227399239762 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.023048341274261475, "normalized": 0.3126753121884013, "contribution": 0.09380259365652038 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.295858144760132, "normalized": 0.4502617699339472, "contribution": 0.13507853098018416 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2900f27f49db2c6e436770e61d51aa54cb3298763e189b1e3debb48c80e8b296", "id": "d69301a7120ed094a86afa709495", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.21237325668335, "wer": 0.0, "identity": 0.526645302772522, "voiceclap": -0.01353197731077671, "fitness": 0.0, "legacy_fitness": 0.19969929933547975, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3562750816345215, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6758507357733318, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3562750816345215, "normalized": 0.9745976125486551, "contribution": 0.38983904501946204 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.821718692779541, "normalized": 0.6337481353490892, "contribution": 0.19012444060472677 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "38e8523a81c19c0018983ae6f3c862527df6329ff5ba8a485da1de8765e53e14", "id": "d6948bc4f7568271f44e8e5088c9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.038498878479004, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.5744167566299438, "voiceclap": 0.03248416632413864, "fitness": 0.15995595575487076, "legacy_fitness": 0.3199119115097415, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1233164072036743, "bursts": [ { "label": "Sharp Inhale", "prob": 0.2533667981624603, "labels": [ [ "Sharp Inhale", 0.2533667981624603 ], [ "Exasperated Sigh", 0.2160326987504959 ], [ "no_burst", 0.1395941972732544 ] ], "family": "breath", "no_burst_prob": 0.1395941972732544, "start": 4.7, "end": 5.0, "dur": 0.2999999999999998, "locator_confidence": 0.762 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0.18580231865247096, "matched": { "label": "Sharp Inhale", "prob": 0.2533667981624603, "labels": [ [ "Sharp Inhale", 0.2533667981624603 ], [ "Exasperated Sigh", 0.2160326987504959 ], [ "no_burst", 0.1395941972732544 ] ], "family": "breath", "no_burst_prob": 0.1395941972732544, "start": 4.7, "end": 5.0, "dur": 0.2999999999999998, "locator_confidence": 0.762 }, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.9343415901327038, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1233164072036743, "normalized": 0.9371461861416839, "contribution": 0.3748584744566736 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.7172850370407104, "normalized": 0.9887331722912216, "contribution": 0.2966199516873665 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.7392241954803467, "normalized": 0.8762105466288791, "contribution": 0.2628631639886637 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "81bac273e9768ddfc03728c0ee3f5b93c678cce3c189282dde83eeaf94d59e9f", "id": "d735f742fce9b04ac400c5c85220", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.348263263702393, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.22466924786567688, "fitness": 0.0, "legacy_fitness": 0.20759382009506228, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04049032926559448, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4078418704410564, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04049032926559448, "normalized": 0.3337114899576552, "contribution": 0.1334845959830621 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.731508255004883, "normalized": 0.6032308534518596, "contribution": 0.18096925603555786 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c6e32a6029e3559a2088bbadaf9318f145abc43272e710639e6858db596da69a", "id": "d770da5f219af31282d0b41ef119", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.435632705688477, "genuineness": 4.306513786315918, "wer": 0.0, "identity": null, "voiceclap": -0.16337792575359344, "fitness": 0.0, "legacy_fitness": 0.2041973352432251, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6272008419036865, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5599666936590713, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6272008419036865, "normalized": 0.7365719282003345, "contribution": 0.2946287712801338 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15686675906181335, "normalized": 0.39376044472877847, "contribution": 0.11812813341863354 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4104087352752686, "normalized": 0.49069929653434646, "contribution": 0.14720978896030393 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "aaba0b7de5e3d2e46fa70105a6fd1d060d6610fe9929ec8d17cb597252b2cdf6", "id": "d78079b24893c7ee70e6150a4af0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.443574905395508, "genuineness": 4.65797233581543, "wer": 0.0, "identity": null, "voiceclap": -0.10261064022779465, "fitness": 0.0, "legacy_fitness": 0.21310293197631835, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0542916059494019, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6506757994204702, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0542916059494019, "normalized": 0.9201750351605922, "contribution": 0.3680700140642369 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15328234434127808, "normalized": 0.39150807324527376, "contribution": 0.11745242197358212 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.57969069480896, "normalized": 0.550511211275504, "contribution": 0.16515336338265119 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cbc5d39d274d3273b985bdcf210a4899e79eeb11dc37122deddc1369a5be7ce5", "id": "d854a20b551c83d9a3f0d7c9c714", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.197352409362793, "genuineness": 4.7458367347717285, "wer": 0.0, "identity": null, "voiceclap": 0.025250397622585297, "fitness": 0.0, "legacy_fitness": 0.23053201101612164, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.9257293939590454, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8692696376583607, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.9257293939590454, "normalized": 0.9985792085735428, "contribution": 0.39943168342941715 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.8606618642807007, "normalized": 0.9940589227973868, "contribution": 0.298217676839216 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6412978172302246, "normalized": 0.5720675912990918, "contribution": 0.17162027738972754 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "58e06575852b456be6356527dbdbb605e155aadbd94621a2f5ae5854f70cce15", "id": "d860ed8334950211b2aa6c566977", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.467403411865234, "genuineness": 4.21237325668335, "wer": 0.0, "identity": 0.6613646745681763, "voiceclap": -0.0708109587430954, "fitness": 0.0, "legacy_fitness": 0.20232038259506227, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8558454513549805, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6134775245920977, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8558454513549805, "normalized": 0.8524213878893052, "contribution": 0.3409685551557221 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.134165421128273, "normalized": 0.37955845967509755, "contribution": 0.11386753790252926 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5180838108062744, "normalized": 0.5288047717794877, "contribution": 0.1586414315338463 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c27563e25e62842934710e070ffc8ca0f39f1944b730485871dedf8c73a3c93f", "id": "d8cca87071cf463556c2c5fc315e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": null, "voiceclap": -0.11591332405805588, "fitness": 0.0, "legacy_fitness": 0.21019994974136352, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5473909974098206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5730024623288311, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5473909974098206, "normalized": 0.6873246827112394, "contribution": 0.27492987308449574 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.33698394894599915, "normalized": 0.5099335663321014, "contribution": 0.15298006989963042 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3904690742492676, "normalized": 0.48364173114901654, "contribution": 0.14509251934470496 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f07b9a0469150554bb0cbf4dc97ee3b3d097e05def12b80776f5702028b16543", "id": "d912818ffaae2776f4211e31a80d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.260893821716309, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.19142860174179077, "fitness": 0.0, "legacy_fitness": 0.20973510265350342, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1923412084579468, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6790864295443451, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1923412084579468, "normalized": 0.9511644006340739, "contribution": 0.3804657602536296 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20645126700401306, "normalized": 0.4252515440837709, "contribution": 0.12757546322513127 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6357972621917725, "normalized": 0.5701506868852807, "contribution": 0.1710452060655842 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "4e562e6216d268f1e924a82c4459169111ccbfa4326ddd35dace12c372f306fd", "id": "d98bdd3dec4b71a023c8c5fba534", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.038498878479004, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.2383723109960556, "fitness": 0.0, "legacy_fitness": 0.20514397621154784, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.48591580986976624, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5008286975945464, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.48591580986976624, "normalized": 0.646895782605021, "contribution": 0.2587583130420084 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2315422147512436, "normalized": 0.44138410303687947, "contribution": 0.13241523091106383 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0494298934936523, "normalized": 0.36551717880491397, "contribution": 0.10965515364147418 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e936f3453aa433a32b1718bc7b9fe2a8061e489c88388e050f2115f5f12ff52c", "id": "d9dd807140f438b60c4089a2dba6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1, "generation": null, "ce": 6.356205940246582, "genuineness": 4.645420074462891, "wer": 0.0, "identity": 0.4908160865306854, "voiceclap": -0.24749082326889038, "fitness": 0.0, "legacy_fitness": 0.211478590965271, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.010291993618011475, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3294078065213827, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.010291993618011475, "normalized": 0.3140598811366142, "contribution": 0.1256239524546457 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.0008477866649627686, "normalized": 0.29897745051780944, "contribution": 0.08969323515534283 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0934348106384277, "normalized": 0.3803020630379805, "contribution": 0.11409061891139413 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "6f7d8ff3f7f4753d37657058b20e269f879b4e4c8600363008317b6c4ac57329", "id": "da223371e9a13382717f7736925d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.538887023925781, "genuineness": 4.256305694580078, "wer": 0.0, "identity": 0.6030837297439575, "voiceclap": -0.05914847552776337, "fitness": 0.0, "legacy_fitness": 0.21469223865627035, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15373408794403076, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4528922078685736, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15373408794403076, "normalized": 0.4111415819103356, "contribution": 0.16445663276413425 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06367179751396179, "normalized": 0.33655812711137745, "contribution": 0.10096743813341323 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7953155040740967, "normalized": 0.6248937899034204, "contribution": 0.1874681369710261 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "086cf57274790b72a8c0b112a592ecc4c8656fd4c03e2aa0815470c13f66dbf0", "id": "da908d4efbbbbbc95594efe615bb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.344170093536377, "wer": 0.0, "identity": null, "voiceclap": -0.12223853915929794, "fitness": 0.0, "legacy_fitness": 0.2057344365119934, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.38345715403556824, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4435718596886854, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.38345715403556824, "normalized": 0.5758963334752367, "contribution": 0.2303585333900947 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1374399662017822, "normalized": 0.3952640244769846, "contribution": 0.11857920734309538 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1ac98e5797df319c15d3b02d78aa83903743c8b26bb10ac87b4126ad21e59038", "id": "dac099573de50790cde67194354c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.24500846862793, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.7249194383621216, "voiceclap": 0.020796367898583412, "fitness": 0.0, "legacy_fitness": 0.3178099361625578, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.26212456822395325, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4518506965046679, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.26212456822395325, "normalized": 0.4887033499526212, "contribution": 0.1954813399810485 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5334854125976562, "normalized": 0.5342419215315849, "contribution": 0.16027257645947546 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d61f3972741847c93854a95b2166b6a167f2cef75d7e78ac6a077f1f0f6dd991", "id": "db05581b7f576ed8a3021b0b1fb3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.570657730102539, "genuineness": 4.306513786315918, "wer": 0.0, "identity": null, "voiceclap": 0.015385519713163376, "fitness": 0.0, "legacy_fitness": 0.20622271060943603, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.17692211270332336, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4852357976553113, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.17692211270332336, "normalized": 0.4275492061708742, "contribution": 0.1710196824683497 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1099517345428467, "normalized": 0.7249653197867423, "contribution": 0.21748959593602268 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "37cccba9d1297a60203a0319726631adbea9471347f921387d3dfdcfbd2a7d07", "id": "db429766345f9f24f962e90416e2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 5.847874641418457, "genuineness": 4.65797233581543, "wer": 0.0, "identity": null, "voiceclap": -0.0835036113858223, "fitness": 0.0, "legacy_fitness": 0.20416742801666257, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.796307921409607, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7577354818292011, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.796307921409607, "normalized": 0.9970202362741627, "contribution": 0.3988080945096651 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3105488419532776, "normalized": 0.49269555407354787, "contribution": 0.14780866622206434 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.039543628692627, "normalized": 0.7037290703249057, "contribution": 0.2111187210974717 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c12fa2c64638e18bb71c2736cd2e861af5008d16c32fd33bdcc637e55d1dd24d", "id": "dbfb353631f95c0df7735ea9a6be", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.7332844734191895, "wer": 0.0, "identity": 0.5520519018173218, "voiceclap": -0.24372407793998718, "fitness": 0.0, "legacy_fitness": 0.21319864034652708, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.02539116144180298, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3835100300253864, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.02539116144180298, "normalized": 0.32382429389119693, "contribution": 0.12952971755647877 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03619122505187988, "normalized": 0.3203226002138132, "contribution": 0.09609678006414396 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5109329223632812, "normalized": 0.5262784413492124, "contribution": 0.15788353240476372 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "08ff28fb5ed45ef75350b348dfbc2126288df31883ee70035933f19357c01be0", "id": "dc07b23fa2bad8e0f22c0e871e20", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.7067523002624512, "voiceclap": -0.1507532298564911, "fitness": 0.0, "legacy_fitness": 0.20863094091415404, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.575432300567627, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.550322306912077, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.575432300567627, "normalized": 0.705078131623456, "contribution": 0.2820312526493824 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12341216206550598, "normalized": 0.3728862132697386, "contribution": 0.11186586398092158 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4971814155578613, "normalized": 0.5214173009392433, "contribution": 0.15642519028177299 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ee8d88caa3906384d5f26108f774371d11beda2bdce021c3ac2a48970cd781e9", "id": "dc201c2efe96a0463636b0a4b0e0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.467403411865234, "genuineness": 4.356721878051758, "wer": 0.0, "identity": null, "voiceclap": -0.023055365309119225, "fitness": 0.0, "legacy_fitness": 0.20592909812927246, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8644735813140869, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5993590626023507, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8644735813140869, "normalized": 0.8559956393641556, "contribution": 0.34239825574566224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11743812263011932, "normalized": 0.36919567206613335, "contribution": 0.11075870161984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4009201526641846, "normalized": 0.48734035078949484, "contribution": 0.14620210523684846 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "388301754d13eda91ba5232e520c208b30ffe4118ed44b8d9598014b9db6b523", "id": "dc762d63f872cd33fecd2c00ed33", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.23706579208374, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.840338945388794, "voiceclap": -0.29458820819854736, "fitness": 0.0, "legacy_fitness": 0.2087500810623169, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.06961014866828918, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3322025728697837, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.06961014866828918, "normalized": 0.35310421739497894, "contribution": 0.14124168695799158 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04574969410896301, "normalized": 0.3259328400531387, "contribution": 0.09777985201594161 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8800103664398193, "normalized": 0.31060344631950176, "contribution": 0.09318103389585053 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3533e8094e40fe706638df38a38275ac19588616cd441e0932ee385354afd744", "id": "dc8ff2f0767a2b7303a1a8099fcc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 2, "generation": null, "ce": 6.419747352600098, "genuineness": 4.375550270080566, "wer": 0.0, "identity": 0.595657229423523, "voiceclap": 0.007622120901942253, "fitness": 0.0, "legacy_fitness": 0.20568496704101563, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2829362154006958, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7224984024198112, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2829362154006958, "normalized": 0.9656442858180934, "contribution": 0.3862577143272374 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.34639304876327515, "normalized": 0.5160663181188974, "contribution": 0.1548198954356692 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7359087467193604, "normalized": 0.6047359755230154, "contribution": 0.1814207926569046 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ade5be9ec1f8d131fa1a268110c9b606960a0ed8e29ec62608ce896e25d26e72", "id": "dd2905b16305c6da8aaedcd57d62", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.005263805389404, "wer": 0.0, "identity": 0.5957567691802979, "voiceclap": 0.04764620214700699, "fitness": 0.15135109718422288, "legacy_fitness": 0.30270219436844575, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15427334606647491, "bursts": [ { "label": "Scream", "prob": 0.22010420262813568, "labels": [ [ "Scream", 0.22010420262813568 ], [ "Frustrated Groan", 0.1718958169221878 ], [ "Yawn", 0.16487987339496613 ] ], "family": "scream", "no_burst_prob": 0.0002041128318523988, "start": 4.22, "end": 4.82, "dur": 0.6000000000000005, "locator_confidence": 0.965 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0.1360243972241878, "matched": { "label": "Scream", "prob": 0.22010420262813568, "labels": [ [ "Scream", 0.22010420262813568 ], [ "Frustrated Groan", 0.1718958169221878 ], [ "Yawn", 0.16487987339496613 ] ], "family": "scream", "no_burst_prob": 0.0002041128318523988, "start": 4.22, "end": 4.82, "dur": 0.6000000000000005, "locator_confidence": 0.965 }, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4503752148634338, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15427334606647491, "normalized": 0.4115215126352676, "contribution": 0.16460860505410704 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.00562700629234314, "normalized": 0.2962709149386053, "contribution": 0.08888127448158159 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8899264335632324, "normalized": 0.6562844510924838, "contribution": 0.19688533532774513 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "83388108342f274f0d3c68e6d9f5a7ba3353ce56de05c1e6dd3557d4b844ca57", "id": "dd4139c72e9d1538f9b5ccd3dd16", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.475345611572266, "genuineness": 4.18726921081543, "wer": 0.0, "identity": 0.6772405505180359, "voiceclap": -0.10987432301044464, "fitness": 0.0, "legacy_fitness": 0.20181191444396973, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7091678380966187, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5845595189561447, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7091678380966187, "normalized": 0.7826722841572271, "contribution": 0.31306891366289086 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.1066848635673523, "normalized": 0.36258319745346324, "contribution": 0.10877495923603897 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5565881729125977, "normalized": 0.5423854868573827, "contribution": 0.1627156460572148 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "94fea975a16cb764ba900438f7ea88c32410766ac8db0f03ec3a56c3bcb56f9a", "id": "dda6fb0358d41b265d2c4c2927bd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.523001670837402, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.14258384704589844, "fitness": 0.0, "legacy_fitness": 0.21209771156311036, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5797463655471802, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.527912410949003, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5797463655471802, "normalized": 0.707767700844296, "contribution": 0.2831070803377184 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06725621223449707, "normalized": 0.33869927844111297, "contribution": 0.1016097835323339 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.372591972351074, "normalized": 0.477318490263169, "contribution": 0.1431955470789507 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5ffd3b2cd6d2b7259ecb4bbfc5761bedb7040d35599fbf65c37bbd2d419d30ed", "id": "de17efd7a465077d8bc076617f47", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.38797664642334, "genuineness": 4.356721878051758, "wer": 0.0, "identity": null, "voiceclap": -0.016704674810171127, "fitness": 0.0, "legacy_fitness": 0.20473769664764405, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5633493661880493, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6717195616348612, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5633493661880493, "normalized": 0.990047267312133, "contribution": 0.3960189069248532 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.18016549944877625, "normalized": 0.4084844285744995, "contribution": 0.12254532857234984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4663777351379395, "normalized": 0.5105177537921939, "contribution": 0.15315532613765817 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e0e62f9e62ba4565c901999ad877523bf52451a01d62d4633714519d37547cca", "id": "de195ddcc8521c24aeae0c3a40e9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 2.5, "generation": null, "ce": 6.340320587158203, "genuineness": 4.394378662109375, "wer": 0.0, "identity": 0.31977611780166626, "voiceclap": -0.1656414419412613, "fitness": 0.0, "legacy_fitness": 0.20496427536010742, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.149200677871704, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6978915949476854, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.149200677871704, "normalized": 0.9427315435318625, "contribution": 0.377092617412745 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.46273741126060486, "normalized": 0.5911362239524423, "contribution": 0.17734086718573266 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3750672340393066, "normalized": 0.47819370116402543, "contribution": 0.14345811034920763 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b162970e398721e9bc8d42971e59f0306f10350f135525ae49a477de11bb9424", "id": "deafcda7a31afed6d284cdb02a2a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.443574905395508, "genuineness": 4.281409740447998, "wer": 0.0, "identity": 0.6228777170181274, "voiceclap": -0.049599893391132355, "fitness": 0.0, "legacy_fitness": 0.20368886709213258, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9421263933181763, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6093610302479885, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9421263933181763, "normalized": 0.8855360199118426, "contribution": 0.3542144079647371 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11504851281642914, "normalized": 0.36772280662130413, "contribution": 0.11031684198639123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.387993812561035, "normalized": 0.48276593432286735, "contribution": 0.1448297802968602 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0d82a12ff0e06ae07e590b6a8982d3a839ce2249bbb677b3453f4e727adaab52", "id": "dec2dc9a799342e22bda62c08119", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.300607204437256, "genuineness": 4.7834930419921875, "wer": 0.0, "identity": null, "voiceclap": -0.3089170455932617, "fitness": 0.0, "legacy_fitness": 0.21409643411636353, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3012206256389618, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41008222112661474, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3012206256389618, "normalized": 0.5169421659516343, "contribution": 0.20677686638065373 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0582308769226074, "normalized": 0.3684590154163448, "contribution": 0.11053770462490344 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. 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I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.444586753845215, "wer": 0.0, "identity": 0.7768828868865967, "voiceclap": -0.1917736828327179, "fitness": 0.0, "legacy_fitness": 0.2081257200241089, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.47513067722320557, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. 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This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5977904750b301711b6e909a8fd2df173892905bf3a6cf0e3379c3e07812e525", "id": "df27ab8188b5009abdcfb40f8e93", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.419747352600098, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.14610376954078674, "fitness": 0.0, "legacy_fitness": 0.2096074891090393, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0974321365356445, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6578035711324205, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0974321365356445, "normalized": 0.9311452674604275, "contribution": 0.37245810698417103 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13894465565681458, "normalized": 0.38253559425639355, "contribution": 0.11476067827691806 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.631396770477295, "normalized": 0.5686159529044381, "contribution": 0.17058478587133144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e19703d5369599bc270233bf21c51576c941ea71a146cbecb13763680f1c3169", "id": "df61103ad8cd0fe1bea7fe8f52ff", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.340320587158203, "genuineness": 4.344170093536377, "wer": 0.0, "identity": null, "voiceclap": -0.022819161415100098, "fitness": 0.0, "legacy_fitness": 0.20370906114578247, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3217626810073853, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.759456896019671, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3217626810073853, "normalized": 0.9706627937687952, "contribution": 0.3882651175075181 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06964585185050964, "normalized": 0.3401296373838404, "contribution": 0.10203889121515211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.862438201904297, "normalized": 0.897176290990003, "contribution": 0.2691528872970009 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "717c97885b43d0e584e6b34d2195eb3afa99c2f92cfc710611327893fc0c046d", "id": "dfeb4e7a2a70991a36c34a71d86e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 1, "generation": null, "ce": 6.475345611572266, "genuineness": 4.645420074462891, "wer": 0.034482758620689655, "identity": null, "voiceclap": -0.1368415802717209, "fitness": 0.0, "legacy_fitness": 0.20591169686153016, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6487711668014526, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5418526826257741, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6487711668014526, "normalized": 0.7491683850824411, "contribution": 0.29966735403297645 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.429248571395874, "normalized": 0.4973702970243048, "contribution": 0.14921108910729144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ad1bc4bb52d36673c16d14de33d403a1974c456607f607e102be26687ff47b75", "id": "dffe7d45393a0a84e793a898a343", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.507116317749023, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": -0.04267498478293419, "fitness": 0.0, "legacy_fitness": 0.2090352201461792, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9809528589248657, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6519278425532882, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9809528589248657, "normalized": 0.8985685878049081, "contribution": 0.3594274351219633 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.40001004934310913, "normalized": 0.5508976989566021, "contribution": 0.16526930968698064 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2210495471954346, "normalized": 0.4241036591478142, "contribution": 0.12723109774434427 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "13e1cba20006915ded1b853e6e1a31213a297f8c8faf790efda130fff11ab83d", "id": "e007d243b2b0fdd431a6e90657cb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.149696350097656, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.21737080812454224, "fitness": 0.0, "legacy_fitness": 0.20743953943252563, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.7704236507415771, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7965486675665415, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.7704236507415771, "normalized": 0.9965654543566618, "contribution": 0.39862618174266473 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7494911551475525, "normalized": 0.7577923331751513, "contribution": 0.22733769995254538 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.631396770477295, "normalized": 0.5686159529044381, "contribution": 0.17058478587133144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "56bcf55c8aa83ee14ad8198728cc34c0711b64aa2d6d08888150e56dc7398804", "id": "e05904e014c2bdde74553f87538a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 5.974957466125488, "genuineness": 4.231201171875, "wer": 0.0, "identity": null, "voiceclap": -0.3486419916152954, "fitness": 0.0, "legacy_fitness": 0.19718250761636685, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.04696139693260193, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3688254848522268, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.04696139693260193, "normalized": 0.33798498086549933, "contribution": 0.13519399234619975 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0624769926071167, "normalized": 0.3358455817346283, "contribution": 0.10075367452038848 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2749557495117188, "normalized": 0.44292605995212875, "contribution": 0.1328778179856386 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cd2d285919bb1139754e5ed09f07e7ef95b796f31d6ba175f87a6356f45c4611", "id": "e06060d31f9a5fdd0f13237d74c1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.181467056274414, "genuineness": 4.7332844734191895, "wer": 0.06666666666666667, "identity": 0.6742578148841858, "voiceclap": -0.14429859817028046, "fitness": 0.0, "legacy_fitness": 0.19698384316762288, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9938949346542358, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6731841371261413, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9938949346542358, "normalized": 0.9026628850846236, "contribution": 0.3610651540338494 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.34191253781318665, "normalized": 0.5131463533080831, "contribution": 0.15394390599242494 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.513683319091797, "normalized": 0.5272502569995567, "contribution": 0.15817507709986703 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "80abfdc703c7cae4c94345fe410b2cdb732716c71ffb9df00a19473145c98e7b", "id": "e0cc11ebe6e64948b977e47d76b7", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.55477237701416, "genuineness": 4.319066047668457, "wer": 0.0, "identity": null, "voiceclap": -0.11902806162834167, "fitness": 0.0, "legacy_fitness": 0.2062982368469238, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1893249899148941, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44643221640909464, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1893249899148941, "normalized": 0.43637899528231905, "contribution": 0.17455159811292764 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.697404384613037, "normalized": 0.5915155802085433, "contribution": 0.177454674062563 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1d7097c56748437e4581ad7af088e8d61b2fd123e8a4b7f99a419eda6c6f6474", "id": "e125a2848f1bf889935fb969a158", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.25, "generation": null, "ce": 6.38003396987915, "genuineness": 4.394378662109375, "wer": 0.0, "identity": null, "voiceclap": -0.10221445560455322, "fitness": 0.0, "legacy_fitness": 0.20555997610092164, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4425560235977173, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7030262319520688, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4425560235977173, "normalized": 0.9825438892081262, "contribution": 0.3930175556832505 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.23990586400032043, "normalized": 0.44678468528939286, "contribution": 0.13403540558681784 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.683102607727051, "normalized": 0.5865775689400016, "contribution": 0.17597327068200047 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "752dc7221d2fee9873fe867e796e65ed3fa9f43589d9af07d930183ad0494ff9", "id": "e1442b35e4cf3bebe4950b828e80", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 3, "generation": null, "ce": 6.41180419921875, "genuineness": 4.287685871124268, "wer": 0.0, "identity": null, "voiceclap": -0.035195425152778625, "fitness": 0.0, "legacy_fitness": 0.20336920976638795, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.5719774961471558, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7818113854245394, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.5719774961471558, "normalized": 0.9904545208806201, "contribution": 0.3961818083522481 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.699309229850769, "normalized": 0.7314444591416109, "contribution": 0.21943333774248328 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5895919799804688, "normalized": 0.5539874644326938, "contribution": 0.16619623932980812 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1285e8e34582f6777a2a106350d9eb32f2cd072f4e0381c0fe9197a11269df6b", "id": "e19c1856239a15a16045eb5da889", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.18099308013916, "wer": 0.0, "identity": null, "voiceclap": -0.17100518941879272, "fitness": 0.0, "legacy_fitness": 0.20094017028808592, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.03294074535369873, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3759947739285772, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.03294074535369873, "normalized": 0.3287529092616438, "contribution": 0.13150116370465753 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06486660242080688, "normalized": 0.33727125984805395, "contribution": 0.10118137795441619 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.373692035675049, "normalized": 0.477707440898345, "contribution": 0.1433122322695035 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7eee3bc3bcb1e3d21f0a998ffcbc190ec098fc4daa7ac20e18cb45cfe86420f7", "id": "e1bae06bcb7ce02ca0d8de4810e0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 3, "generation": null, "ce": 6.117925643920898, "genuineness": 4.68307638168335, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.06422320753335953, "fitness": 0.0, "legacy_fitness": 0.20188426772753398, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.675514578819275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7241657799479443, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.675514578819275, "normalized": 0.9943171589748849, "contribution": 0.397726863589954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29397088289260864, "normalized": 0.48189018449308213, "contribution": 0.14456705534792463 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.740309238433838, "normalized": 0.6062395367002187, "contribution": 0.1818718610100656 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "60a963dc253dcbbc43730de4c955de371a6d7fceb2762a02b75b889ced996ca0", "id": "e1e4f8dec3f4f760bba2a5e38a25", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": -0.06277375668287277, "fitness": 0.0, "legacy_fitness": 0.20836897509060312, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2567319869995117, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4933040583227202, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2567319869995117, "normalized": 0.4848095765019367, "contribution": 0.19392383060077467 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.015879511833190918, "normalized": 0.3085375387259869, "contribution": 0.09256126161779606 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9933383464813232, "normalized": 0.6893965536804982, "contribution": 0.20681896610414946 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "0e0c784453de5bc352f643ea6fff38ae9bc6221a8552003acac299bb9762b4b5", "id": "e241a64dca28e97ad00125e399a9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.8003177046775818, "voiceclap": -0.17264516651630402, "fitness": 0.0, "legacy_fitness": 0.2069024109840393, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11706468462944031, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42477145364778607, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11706468462944031, "normalized": 0.3855196856802955, "contribution": 0.1542078742721182 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.70070481300354, "normalized": 0.5926530975153677, "contribution": 0.1777959292546103 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7978c06fd2869cccaa3dd049988e1e7f8739f2dd2c3a376f3d3454f337c40fb9", "id": "e2cebf067f2cb94d24c01067290a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.165581703186035, "genuineness": 4.457139015197754, "wer": 0.0, "identity": 0.6579846739768982, "voiceclap": -0.11189765483140945, "fitness": 0.0, "legacy_fitness": 0.20391220092773438, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.968010663986206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6510397014783779, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.968010663986206, "normalized": 0.8943502164755114, "contribution": 0.35774008659020456 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.061282187700271606, "normalized": 0.3351336259499266, "contribution": 0.10054008778497797 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8481216430664062, "normalized": 0.642531757010651, "contribution": 0.1927595271031953 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ab26bff17d0626b0601fabed6a4f8c485ad53d77439961144f3455c948bff5b4", "id": "e2cfcc1c904d48116e9596124835", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.078212261199951, "genuineness": 4.507347106933594, "wer": 0.03333333333333333, "identity": 0.17871397733688354, "voiceclap": -0.22256577014923096, "fitness": 0.0, "legacy_fitness": 0.19706163287162778, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9982089996337891, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6475249692433624, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9982089996337891, "normalized": 0.9040003504331469, "contribution": 0.36160014017325876 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.29068517684936523, "normalized": 0.4797499165716701, "contribution": 0.14392497497150103 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3613157272338867, "normalized": 0.4733328469953421, "contribution": 0.14199985409860263 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c28ed2060082f69c169399c10711dbfd17590c5e4b7d389bed8b683d2a489fea", "id": "e2fb7f9accc4f34161ffa68a7d42", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2, "generation": null, "ce": 6.483288764953613, "genuineness": 4.645420074462891, "wer": 0.0, "identity": null, "voiceclap": -0.12145110219717026, "fitness": 0.0, "legacy_fitness": 0.21338483333587643, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.266573429107666, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4038831143822805, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.266573429107666, "normalized": 0.4919165266938091, "contribution": 0.19676661067752366 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06367179751396179, "normalized": 0.33655812711137745, "contribution": 0.10096743813341323 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.014225721359253, "normalized": 0.35383021857114527, "contribution": 0.10614906557134358 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "63986e23e01354ba711e3c7981e0b8f502d2337afa76c5fe8652b23a082e210d", "id": "e2ffe39279211f03468da392ee05", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.523001670837402, "genuineness": 4.457139015197754, "wer": 0.0, "identity": null, "voiceclap": 0.05025829002261162, "fitness": 0.0, "legacy_fitness": 0.20927350044250487, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0413495302200317, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6358687521518955, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0413495302200317, "normalized": 0.9166388220628994, "contribution": 0.3666555288251598 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11863292753696442, "normalized": 0.369932827083125, "contribution": 0.11097984812493751 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.514233350753784, "normalized": 0.527444584005994, "contribution": 0.1582333752017982 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e0d5380ca997836b6ce2c98bba14acdc3e5556c0b627b3a39cb7b89ba747a6cb", "id": "e35305b5aa5f6ea559bc51c79ca8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.38003396987915, "genuineness": 4.061748504638672, "wer": 0.0, "identity": 0.6940405368804932, "voiceclap": -0.06300438940525055, "fitness": 0.0, "legacy_fitness": 0.20247632828716813, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2567319869995117, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5143657227284637, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2567319869995117, "normalized": 0.4848095765019367, "contribution": 0.19392383060077467 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1715588569641113, "normalized": 0.7429102710689157, "contribution": 0.2228730813206747 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "40d00a78e1490de40d1f505203dfc2a028881710cec95c5f2ce38d4fd177c3c0", "id": "e40683706b17c092438c9da9d3d1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.645420074462891, "wer": 0.0, "identity": 0.6514115333557129, "voiceclap": -0.181264266371727, "fitness": 0.0, "legacy_fitness": 0.30859905255195563, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.31685903668403625, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5038143787238225, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.31685903668403625, "normalized": 0.5282218417083816, "contribution": 0.21128873668335266 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8767249584198, "normalized": 0.6519627738847427, "contribution": 0.1955888321654228 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d38b1fce5dd5d0f02502aa3e7098872e2c70bd4d8384715fcf80b27882f7e81b", "id": "e4915c5f0ff690389da93beb82cd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.292664527893066, "genuineness": 4.432034492492676, "wer": 0.0, "identity": null, "voiceclap": -0.27187812328338623, "fitness": 0.0, "legacy_fitness": 0.20519083023071288, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.847217321395874, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6509090095018335, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.847217321395874, "normalized": 0.8487881910615418, "contribution": 0.33951527642461676 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3090553283691406, "normalized": 0.4917217569327145, "contribution": 0.14751652707981436 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.567589521408081, "normalized": 0.5462573533246747, "contribution": 0.1638772059974024 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cf49e364728d2476ee2a60fdd1ed0917247e304ee697c5d348344a90cee62b19", "id": "e5ac9b73b2739b87b035f5d34914", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.5786004066467285, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.07623551040887833, "fitness": 0.0, "legacy_fitness": 0.21293169260025024, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.19579607248306274, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4153616323045873, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.19579607248306274, "normalized": 0.4409987602251537, "contribution": 0.1763995040900615 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.011100292205810547, "normalized": 0.3057924266994807, "contribution": 0.09173772800984421 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.41054630279541, "normalized": 0.490748000682272, "contribution": 0.14722440020468158 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3b025d7add0b0081c88ebf70163c15e46b2fa83d8cf2b1cfce320d8ef0973a97", "id": "e616c195cdcda540088f516ac23e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.25, "generation": null, "ce": 6.046441555023193, "genuineness": 4.469690799713135, "wer": 0.0, "identity": null, "voiceclap": -0.1958986222743988, "fitness": 0.0, "legacy_fitness": 0.20243889331817627, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4524819254875183, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4544240156234922, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4524819254875183, "normalized": 0.6241529086931683, "contribution": 0.24966116347726733 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.27186697721481323, "normalized": 0.46750508716776995, "contribution": 0.14025152615033099 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.5477721691131592, "normalized": 0.21503775331964642, "contribution": 0.06451132599589392 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f667fbe645716cd437e505b3fa1610bf13c3fdf783694284ee17fdc92d50707e", "id": "e6a07572d7c8cb50cd3d67750145", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.324435234069824, "genuineness": 4.545003414154053, "wer": 0.0, "identity": 0.443940132856369, "voiceclap": -0.30622491240501404, "fitness": 0.0, "legacy_fitness": 0.20849161386489867, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0370354652404785, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6867034718785858, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0370354652404785, "normalized": 0.9154342776486643, "contribution": 0.3661737110594657 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.32264626026153564, "normalized": 0.5005843818994422, "contribution": 0.15017531456983266 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6291964054107666, "normalized": 0.5678481541642914, "contribution": 0.1703544462492874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e473f393f2ed43492252680f7d1a17128e99ff585dd16b3f386f9b658cc8329e", "id": "e6a6bb9a88991f877bf5e8e82396", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.348263263702393, "genuineness": 4.406930446624756, "wer": 0.0, "identity": null, "voiceclap": -0.14848923683166504, "fitness": 0.0, "legacy_fitness": 0.20539721012115478, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7609363794326782, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5745196528047664, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7609363794326782, "normalized": 0.8092130471474894, "contribution": 0.3236852188589958 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.037386029958724976, "normalized": 0.32102167032300205, "contribution": 0.09630650109690062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.479304313659668, "normalized": 0.5150931094962332, "contribution": 0.15452793284886995 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "92e1bde8ba1db0ff13a419816d007b0f1170812a93f3f36733e83805eca725da", "id": "e71e6544521542fa6133f549748b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 5.839932441711426, "genuineness": 4.256305694580078, "wer": 0.0, "identity": null, "voiceclap": 0.11979605257511139, "fitness": 0.0, "legacy_fitness": 0.19711242815677493, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2033456563949585, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6665953547386448, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2033456563949585, "normalized": 0.4463985988942904, "contribution": 0.17855943955771617 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.2919336557388306, "normalized": 0.9436232590788101, "contribution": 0.283086977723643 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9735360145568848, "normalized": 0.6831631248576189, "contribution": 0.20494893745728565 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "175d00a7c1059d92dde6d21d5bcc526282d38c054b023ff0af5a6b243cc7aa75", "id": "e786d9eae9dbc5925a08152d99cb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.499174118041992, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": -0.06482762843370438, "fitness": 0.0, "legacy_fitness": 0.20577805757522583, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2656800746917725, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6473395816665164, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2656800746917725, "normalized": 0.963197632572097, "contribution": 0.3852790530288388 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6170949935913086, "normalized": 0.5636209638405715, "contribution": 0.16908628915217144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "69f10b864723a520a63fa8a329835cfb6e9c201a3a074e70c119e2d49851a14f", "id": "e7a4b1f976e6dd2ed23755e9dfc3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.38797664642334, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": null, "voiceclap": -0.17626500129699707, "fitness": 0.0, "legacy_fitness": 0.2113275384902954, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6410022974014282, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8563882110661412, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6410022974014282, "normalized": 0.9932207075094988, "contribution": 0.39728828300379954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.0816476345062256, "normalized": 0.8929163255082153, "contribution": 0.2678748976524646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8327198028564453, "normalized": 0.6374167680329237, "contribution": 0.1912250304098771 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c7848a2ace40f6c869934bd8fa6550616916f11fadbcdac008fc4f7d363e872d", "id": "e8089bb1c0beac7e40d82a9799a0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.372091293334961, "genuineness": 4.344170093536377, "wer": 0.0, "identity": 0.5497809052467346, "voiceclap": -0.15472069382667542, "fitness": 0.0, "legacy_fitness": 0.20418562173843383, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7005397081375122, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5647616802669955, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7005397081375122, "normalized": 0.7780502696570191, "contribution": 0.3112201078628076 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11504851281642914, "normalized": 0.36772280662130413, "contribution": 0.11031684198639123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3728671073913574, "normalized": 0.4774157680593222, "contribution": 0.14322473041779665 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7c4f80d0b8ecde3c1ecf8996b9201fdc47c8af047b38250ffc8fded51f8301d4", "id": "e808e4957fb541b7799eb2e532da", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.435632705688477, "genuineness": 4.20609712600708, "wer": 0.0, "identity": 0.6189523935317993, "voiceclap": -0.016988128423690796, "fitness": 0.0, "legacy_fitness": 0.20168691873550415, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9938949346542358, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6564815420611385, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9938949346542358, "normalized": 0.9026628850846236, "contribution": 0.3610651540338494 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08278872072696686, "normalized": 0.3480372240880153, "contribution": 0.10441116722640459 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.830519676208496, "normalized": 0.6366840693362819, "contribution": 0.19100522080088456 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e853ee6eacb253b3de90c4995918e4f59de1b49ed9e81b88b5030ebbff43b79c", "id": "e80f0e34e2fff4851e65b49439eb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.457139015197754, "wer": 0.03125, "identity": null, "voiceclap": -0.041331663727760315, "fitness": 0.0, "legacy_fitness": 0.20204120144248006, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.10412253439426422, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4393382262299422, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.10412253439426422, "normalized": 0.3765884535646532, "contribution": 0.1506353814258613 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.861323118209839, "normalized": 0.6468957528286187, "contribution": 0.1940687258485856 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a1b950d33d10a5786d18c4159b22d94c5934e0ff08dac551a155db8811c711d0", "id": "e82c96230221bdf96b6ac0f5ae95", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2.5, "generation": null, "ce": 6.483288764953613, "genuineness": 4.432034492492676, "wer": 0.03333333333333333, "identity": 0.6812012195587158, "voiceclap": -0.1049429327249527, "fitness": 0.0, "legacy_fitness": 0.20111518732706704, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.6237460374832153, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6460999344897501, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.6237460374832153, "normalized": 0.9926053934410382, "contribution": 0.3970421573764153 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05411332845687866, "normalized": 0.3308743792100999, "contribution": 0.09926231376302996 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.434749126434326, "normalized": 0.4993182111676829, "contribution": 0.14979546335030486 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3bfa5a7dfa941e123fa3d5ee30c5c737ae71ee3159e80b1d9bd9e31efd1a0331", "id": "e8591a3b7946b6222578d228585d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.435632705688477, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.025948425754904747, "fitness": 0.0, "legacy_fitness": 0.209218168258667, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2009693384170532, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6525173072012631, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2009693384170532, "normalized": 0.9527255205669845, "contribution": 0.3810902082267938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11863292753696442, "normalized": 0.369932827083125, "contribution": 0.11097984812493751 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5351357460021973, "normalized": 0.5348241694984395, "contribution": 0.16044725084953185 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c0bf869ea4f60db1c16499c224248c47e205eb2ff9a5466d7ab4938d7718e1bd", "id": "e8cff44b1d869a58ddd980549adc", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.419747352600098, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.28468695282936096, "fitness": 0.0, "legacy_fitness": 0.2133731198310852, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3001924753189087, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7679939836741692, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3001924753189087, "normalized": 0.9679556729055387, "contribution": 0.38718226916221554 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.699309229850769, "normalized": 0.7314444591416109, "contribution": 0.21943333774248328 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5439367294311523, "normalized": 0.5379279225649011, "contribution": 0.1613783767694703 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2d67de4195820d2dac6281ed8328c79d78f5753fe36322358f855a62bd17be40", "id": "e8d623faa42d4dd6a5e71305f27b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.7332844734191895, "wer": 0.03571428571428571, "identity": 0.7622907161712646, "voiceclap": -0.20230337977409363, "fitness": 0.0, "legacy_fitness": 0.2066183694771358, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11167211830615997, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.41818280264574326, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11167211830615997, "normalized": 0.3817906503094557, "contribution": 0.15271626012378228 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08517833054065704, "normalized": 0.3494822162546737, "contribution": 0.10484466487640211 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.536785840988159, "normalized": 0.5354062588185295, "contribution": 0.16062187764555885 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d6c9e3a9efbe42ab92e5d3b53a5a8856ae31123d4137311840eff26b02716627", "id": "e8e3fd4125b014e63641f947ed69", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 1, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.105680465698242, "wer": 0.0, "identity": null, "voiceclap": -0.09234234690666199, "fitness": 0.0, "legacy_fitness": 0.1981042408943176, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.20712044835090637, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5164409960662135, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.20712044835090637, "normalized": 0.44910231459595645, "contribution": 0.1796409258383826 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08876276016235352, "normalized": 0.35165380356107595, "contribution": 0.10549614106832278 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.272770404815674, "normalized": 0.7710130971983604, "contribution": 0.23130392915950812 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ad6ca6467202c9332aecb3f97824e32bcdc6fd19a16c1b22cbbb66bbf7eba366", "id": "e8ef6761d2c131335436240d05da", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.443574905395508, "genuineness": 4.482243061065674, "wer": 0.0, "identity": 0.4884897768497467, "voiceclap": -0.16917330026626587, "fitness": 0.0, "legacy_fitness": 0.20870970010757445, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5862174034118652, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5498687761408518, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5862174034118652, "normalized": 0.71178048238723, "contribution": 0.28471219295489203 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06606140732765198, "normalized": 0.3379849777062144, "contribution": 0.10139549331186432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5664892196655273, "normalized": 0.5458702995803183, "contribution": 0.1637610898740955 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "da53f28ef442b3bb7908aeaff9a1777acc301f67727322d9bb0f70d211f12ad7", "id": "e9056c82ffd603dbda649b3a3ca8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.372091293334961, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.647049069404602, "voiceclap": -0.28595152497291565, "fitness": 0.0, "legacy_fitness": 0.20826504707336424, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.043725863099098206, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3548536850248776, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.043725863099098206, "normalized": 0.3358455822598788, "contribution": 0.13433823290395153 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08278872072696686, "normalized": 0.3480372240880153, "contribution": 0.10441116722640459 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.113237142562866, "normalized": 0.3870142829817381, "contribution": 0.11610428489452143 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c9e0677a8013db4dc8fd7f9b4c6057e1f720d34b0644310151b79965200a7379", "id": "e930b9ea7aa98d5243ace7440912", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.324435234069824, "genuineness": 4.645420074462891, "wer": 0.0, "identity": 0.5463989973068237, "voiceclap": -0.19823560118675232, "fitness": 0.0, "legacy_fitness": 0.2110020303726196, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.07715973258018494, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.40189231456654756, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.07715973258018494, "normalized": 0.35819739600748773, "contribution": 0.1432789584029951 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10429525375366211, "normalized": 0.3611192300496363, "contribution": 0.10833576901489089 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4392871856689453, "normalized": 0.5009252904955386, "contribution": 0.15027758714866157 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c99c11798f22104bacb2f69cfa3731601870e028139e2fb27f16a9fe760d748f", "id": "e9758692122399354dda8e36454c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.213237762451172, "genuineness": 4.400654315948486, "wer": 0.0, "identity": 0.45827633142471313, "voiceclap": -0.24532905220985413, "fitness": 0.0, "legacy_fitness": 0.20321492433547972, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.575432300567627, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5350451689158593, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.575432300567627, "normalized": 0.705078131623456, "contribution": 0.2820312526493824 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.018269121646881104, "normalized": 0.309914131618354, "contribution": 0.0929742394855062 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.531285285949707, "normalized": 0.5334655892699023, "contribution": 0.16003967678097067 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a52d7c60f92addd5486ef23fdb3db96646d08fa8c4dee00de5efe81069b9bc20", "id": "e97cdf96715aaddf96f034b02f6f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.507347106933594, "wer": 0.03571428571428571, "identity": 0.5080240964889526, "voiceclap": -0.31104040145874023, "fitness": 0.0, "legacy_fitness": 0.1981846513918468, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2289603054523468, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.405511294298899, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2289603054523468, "normalized": 0.4647877605993136, "contribution": 0.18591510423972546 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.1462409496307373, "normalized": 0.39827580814383495, "contribution": 0.11948274244315048 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "008e45d2447c4ccbf5a78cdae05612d9d078d0266b461508fcf75d0e73408d53", "id": "e9bf377bd273348fc14b10018b37", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.292664527893066, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.5951814651489258, "voiceclap": -0.04533832520246506, "fitness": 0.0, "legacy_fitness": 0.3346945800794065, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8946719169616699, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6579104759674218, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8946719169616699, "normalized": 0.8680429345348224, "contribution": 0.34721717381392897 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.021853536367416382, "normalized": 0.311984022672997, "contribution": 0.0935952068018991 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.105551242828369, "normalized": 0.7236603178386457, "contribution": 0.21709809535159372 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3b37a1e1a503ad160f6ac51cf5023b8ac8c2dde0569e5fb3b76bace883710fc4", "id": "e9c67b6995e2b752a81a4c5c44ba", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.25, "generation": null, "ce": 6.356205940246582, "genuineness": 4.720732688903809, "wer": 0.0, "identity": null, "voiceclap": -0.048205915838479996, "fitness": 0.0, "legacy_fitness": 0.22786742521611872, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.17368656396865845, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44042630914658065, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.17368656396865845, "normalized": 0.4252515418506932, "contribution": 0.1701006167402773 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.024243175983428955, "normalized": 0.3133672785495304, "contribution": 0.09401018356485911 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6864030361175537, "normalized": 0.5877183628048142, "contribution": 0.17631550884144423 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "882e217d373ad98fd0c09f219f2adff3e1859bf70d6b38871edb606e1716e2c0", "id": "ea612ff5fa7e48bbff496dcbb1a9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2, "generation": null, "ce": 6.467403411865234, "genuineness": 4.482243061065674, "wer": 0.0, "identity": null, "voiceclap": -0.12476194649934769, "fitness": 0.0, "legacy_fitness": 0.2115204520813077, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.22976920008659363, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4430644928963572, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.22976920008659363, "normalized": 0.4653699159760598, "contribution": 0.18614796639042394 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03499642014503479, "normalized": 0.31962416716381, "contribution": 0.095887250149143 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5406363010406494, "normalized": 0.5367642545226342, "contribution": 0.16102927635679026 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5c70573455787687beedacf878f8b25d4c80527f2d30ffc4bf576997d0150d8b", "id": "ea87df522f34a3453b4677fe4b66", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.356205940246582, "genuineness": 4.68307638168335, "wer": 0.0, "identity": 0.6006304621696472, "voiceclap": -0.08649324625730515, "fitness": 0.0, "legacy_fitness": 0.22523785285911643, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.35757285356521606, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5098465431607128, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.35757285356521606, "normalized": 0.5574594965621654, "contribution": 0.22298379862486617 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15806157886981964, "normalized": 0.39451203924013695, "contribution": 0.11835361177204108 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6115944385528564, "normalized": 0.5616971092126849, "contribution": 0.16850913276380547 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2b3f41a848f8b86f0f563df7374a65623ceee7b8f45f95c2bd4675b6aabe3368", "id": "ea88446fd0a2f006728da065aed4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.4912309646606445, "genuineness": 4.1998209953308105, "wer": 0.0, "identity": 0.5239005088806152, "voiceclap": -0.10998386144638062, "fitness": 0.0, "legacy_fitness": 0.20236398935317992, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1233164072036743, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6369847850839474, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1233164072036743, "normalized": 0.9371461861416839, "contribution": 0.3748584744566736 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.603893518447876, "normalized": 0.5590012213122326, "contribution": 0.16770036639366978 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "aba6815ea00706e3094e6369446720bdf2de418ec7126eb4fd33ff02b265b8dc", "id": "ec5de3fc3df8621caba1c91213f0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.459460258483887, "genuineness": 4.331617832183838, "wer": 0.0, "identity": null, "voiceclap": 0.025829005986452103, "fitness": 0.0, "legacy_fitness": 0.2129981993878896, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.28639107942581177, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4823667261000436, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.28639107942581177, "normalized": 0.5062332221909425, "contribution": 0.202493288876377 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.027827590703964233, "normalized": 0.3154470631849843, "contribution": 0.09463411895549528 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.773313045501709, "normalized": 0.6174643942272378, "contribution": 0.18523931826817133 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ecb6b7d860e027ebded002588734b708b211e7622531fc04b9f57966124540bf", "id": "ecc8d5c7dfca19709633fe310377", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.141753673553467, "genuineness": 4.394378662109375, "wer": 0.0, "identity": null, "voiceclap": 0.007925160229206085, "fitness": 0.0, "legacy_fitness": 0.2738754078973877, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.43091168999671936, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5578513334754251, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.43091168999671936, "normalized": 0.6092419148761486, "contribution": 0.24369676595045947 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.06845101714134216, "normalized": 0.3394141598017219, "contribution": 0.10182424794051657 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0527453422546387, "normalized": 0.7077677319481637, "contribution": 0.2123303195844491 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "077dd5d0c75ac120d69a00b71822d43432cd3527388e9fc8ee726b58b22bc6de", "id": "ed33190516916fe78740b49b1a1f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.4, "cfg": 3, "generation": null, "ce": 6.4515180587768555, "genuineness": 3.9927117824554443, "wer": 0.0, "identity": 0.46203291416168213, "voiceclap": -0.05968967080116272, "fitness": 0.0, "legacy_fitness": 0.19659056544303893, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1966552734375, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6603536408231556, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1966552734375, "normalized": 0.9519500343534602, "contribution": 0.3807800137413841 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0338016152381897, "normalized": 0.31892637325430984, "contribution": 0.09567791197629295 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7601115703582764, "normalized": 0.6129857170182619, "contribution": 0.18389571510547856 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "eb3d02f741ead1e6cb7b93cf3259ad6b60a00701f2274f78472a389c97c54d51", "id": "ed6944f6fa84eeae76d71fcffca1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.229123115539551, "genuineness": 4.582659721374512, "wer": 0.0, "identity": null, "voiceclap": -0.2476613074541092, "fitness": 0.0, "legacy_fitness": 0.20800333976745605, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8062338829040527, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5787797746807783, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8062338829040527, "normalized": 0.8307242576327885, "contribution": 0.3322897030531154 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4502196311950684, "normalized": 0.5047967250119922, "contribution": 0.15143901750359767 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ef401ec4abf4cd180f87681f3e55bf856d98377cbf6b4b00948765aee7a422bf", "id": "ed96fc0839dfbb8ed35f6875eb27", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.125868320465088, "genuineness": 4.833701133728027, "wer": 0.0, "identity": null, "voiceclap": -0.05662549287080765, "fitness": 0.0, "legacy_fitness": 0.212730553150177, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.13755641877651215, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37468517107420607, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.13755641877651215, "normalized": 0.39978399765560174, "contribution": 0.1599135990622407 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07323026657104492, "normalized": 0.34227946415793675, "contribution": 0.10268383924738102 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0736327171325684, "normalized": 0.37362577588194784, "contribution": 0.11208773276458435 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a1cf52de76da23c05243d8dd922417400a441a801b937826bb430004d97e6e4e", "id": "ed9b634cfe6fe7386d46d61dd3ce", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.181467056274414, "genuineness": 4.607763767242432, "wer": 0.0, "identity": null, "voiceclap": -0.12704993784427643, "fitness": 0.0, "legacy_fitness": 0.20791610002517702, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.001663893461227417, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3169363419870648, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.001663893461227417, "normalized": 0.3085375387259869, "contribution": 0.12341501549039476 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9592194557189941, "normalized": 0.3358455879187082, "contribution": 0.10075367637561246 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c8dafad535e7bd33413f27de1b581753e1f30887e9dee45baa21076ae24e4988", "id": "ed9eb73c7d5918f70c789d13049c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.348263263702393, "genuineness": 4.7834930419921875, "wer": 0.0, "identity": null, "voiceclap": -0.21455246210098267, "fitness": 0.0, "legacy_fitness": 0.21481127500534059, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8385891914367676, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7499306544032469, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8385891914367676, "normalized": 0.8450959782917773, "contribution": 0.33803839131671093 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.3349467515945435, "normalized": 0.9511644078974271, "contribution": 0.2853493223692281 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2144486904144287, "normalized": 0.4218098023910262, "contribution": 0.12654294071730787 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "818d5297d01248172692884fe23870dbb2e34094997dcb8ad0b30ecc9a382241", "id": "eda921002b3fc012d33af87e6019", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.325342178344727, "wer": 0.0, "identity": 0.7740405201911926, "voiceclap": -0.06449650228023529, "fitness": 0.0, "legacy_fitness": 0.20526373863220215, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.817018985748291, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.607741699998473, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.817018985748291, "normalized": 0.8356070948923122, "contribution": 0.3342428379569249 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07323026657104492, "normalized": 0.34227946415793675, "contribution": 0.10268383924738102 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.633596897125244, "normalized": 0.5693834093138905, "contribution": 0.17081502279416716 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a5f499d4de122b6598df0d52da9290571ab358f9fc800da1dd42a29e7e732d9c", "id": "edba18ab312a8a15c7e6482b3914", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.4599684774875641, "voiceclap": -0.2919592261314392, "fitness": 0.0, "legacy_fitness": 0.20546948432922363, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5128785967826843, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5100942720028507, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5128785967826843, "normalized": 0.664866367844879, "contribution": 0.26594654713795157 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02065873146057129, "normalized": 0.3112933947414549, "contribution": 0.09338801842243646 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4438252449035645, "normalized": 0.5025323548082092, "contribution": 0.15075970644246275 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ffb490442b6233be87f23f9aaba1ee7f1c56e8ff8b3b746e938ae187b2e41e9c", "id": "ee09416473b31cdb67d4736eecb8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.24500846862793, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.7874994277954102, "voiceclap": -0.1505722999572754, "fitness": 0.0, "legacy_fitness": 0.20886922121047974, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.17961838841438293, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5058310839944469, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.17961838841438293, "normalized": 0.42946579814886493, "contribution": 0.171786319259546 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.12580177187919617, "normalized": 0.3743657206994412, "contribution": 0.11230971620983235 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1583573818206787, "normalized": 0.7391168284168952, "contribution": 0.22173504852506856 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "f56e9f9f6be659d8aeae9189b103483bbac7e8b51d4b7d33582edd3522ebac8b", "id": "ee732d6f212ff83a8f6b73c46e35", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2, "generation": null, "ce": 6.332377910614014, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.1920813024044037, "fitness": 0.0, "legacy_fitness": 0.20547273635864258, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1405726671218872, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6473513660594602, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1405726671218872, "normalized": 0.9409148865955532, "contribution": 0.3763659546382213 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2679838538169861, "normalized": 0.46498181395014804, "contribution": 0.1394945441850444 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.261754274368286, "normalized": 0.4383028907873151, "contribution": 0.13149086723619452 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "58bc26060b647d26521d2afa4c9cee5e20987739eb2757a86b2d7fbabd45b624", "id": "ee7cae0638b75d516889cb7cb68c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 5.959072113037109, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.3862123489379883, "voiceclap": -0.11881391704082489, "fitness": 0.0, "legacy_fitness": 0.20206975936889648, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.41041994094848633, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.524830551914691, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.41041994094848633, "normalized": 0.5949257020776852, "contribution": 0.2379702808310741 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09712640941143036, "normalized": 0.356739584740249, "contribution": 0.10702187542207471 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.7205069065093994, "normalized": 0.5994613188718073, "contribution": 0.1798383956615422 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2b75c4507576e4ab355a19dab64d5f5205c3ae880106f5bb887267e6773c2eff", "id": "ef16a58ecf639ea3c9c6699d1f37", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.372091293334961, "genuineness": 4.400654315948486, "wer": 0.0, "identity": 0.49048006534576416, "voiceclap": -0.07905761152505875, "fitness": 0.0, "legacy_fitness": 0.20559772729873654, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.369975745677948, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4975952957539766, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.369975745677948, "normalized": 0.5663118918399447, "contribution": 0.22652475673597788 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0923471748828888, "normalized": 0.35383023332727626, "contribution": 0.10614906999818287 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5774905681610107, "normalized": 0.5497382300660528, "contribution": 0.16492146901981583 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2f248eec4c5abec66b62f5b9458c61ad6a195b3ef289081fdab21d85ac75db29", "id": "ef9080292692b97608ca3532cae9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.395919322967529, "genuineness": 4.419482707977295, "wer": 0.0, "identity": null, "voiceclap": -0.060317784547805786, "fitness": 0.0, "legacy_fitness": 0.20642585754394532, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.642300009727478, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5257448700235683, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.642300009727478, "normalized": 0.745423192280894, "contribution": 0.2981692769123576 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2991585731506348, "normalized": 0.45142167851166476, "contribution": 0.13542650355349942 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9f5b72cceb2cc4c3f15830255bf2e7a314cb93c02890a045a2eeb3d860ca6792", "id": "f04a43411046d897a20425657a30", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1, "generation": null, "ce": 6.395919322967529, "genuineness": 4.362998008728027, "wer": 0.0, "identity": 0.6161383390426636, "voiceclap": -0.012969022616744041, "fitness": 0.0, "legacy_fitness": 0.2050137400627136, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0111511945724487, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6257111434156649, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0111511945724487, "normalized": 0.9079315976717118, "contribution": 0.36317263906868474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05889257788658142, "normalized": 0.3337114920534102, "contribution": 0.10011344761602306 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.553837776184082, "normalized": 0.5414168557698571, "contribution": 0.1624250567309571 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9632f7adf1e42d7ca673fd1aa09ffc7da549cea5842e4d447592354c0d19886d", "id": "f067a712a11d689706d94294fa64", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.25, "generation": null, "ce": 6.459460258483887, "genuineness": 4.074300289154053, "wer": 0.0, "identity": 0.6369105577468872, "voiceclap": -0.05461091548204422, "fitness": 0.0, "legacy_fitness": 0.2011261685273983, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.029705211520195007, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3937992164602005, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.029705211520195007, "normalized": 0.3266369345066734, "contribution": 0.13065477380266938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.57969069480896, "normalized": 0.550511211275504, "contribution": 0.16515336338265119 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3f4575b910c01c3fc4b5a9546a8b33bb54d2f46f38e610ed1494572938de3835", "id": "f0d257c5fc569902c80c70217376", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.2908551096916199, "fitness": 0.0, "legacy_fitness": 0.21128392457962036, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.2613660097122192, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.773601286154534, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.2613660097122192, "normalized": 0.962564196145546, "contribution": 0.38502567845821845 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.7662184238433838, "normalized": 0.7662529804197896, "contribution": 0.22987589412593687 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5186338424682617, "normalized": 0.5289990452345956, "contribution": 0.15869971357037868 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "32ae14051863292039d619cb77186c1d690e9ded9f04a5e71062c9301d9daaca", "id": "f1543151a0a6486a4c7a4168a46f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1, "generation": null, "ce": 6.284721851348877, "genuineness": 4.6956281661987305, "wer": 0.0, "identity": 0.4860798418521881, "voiceclap": -0.15259000658988953, "fitness": 0.0, "legacy_fitness": 0.2116615319252014, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09333741664886475, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4178205738964581, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09333741664886475, "normalized": 0.36919567369645073, "contribution": 0.1476782694785803 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08756794035434723, "normalized": 0.35092939289808406, "contribution": 0.10527881786942521 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5769405364990234, "normalized": 0.5495449551615087, "contribution": 0.1648634865484526 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "72d8719190b6138ea770f99f78073e989b945470b4fd135459d8dea17b25ee24", "id": "f17cbb465acfafef440a61cd9848", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2.5, "generation": null, "ce": 6.340320587158203, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.7388614416122437, "voiceclap": -0.26433008909225464, "fitness": 0.0, "legacy_fitness": 0.20717090573763583, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.09010188281536102, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4488891633956293, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.09010188281536102, "normalized": 0.36698710009316415, "contribution": 0.14679484003726567 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04097047448158264, "normalized": 0.3231226995834902, "contribution": 0.09693680987504706 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.975736379623413, "normalized": 0.6838583782777219, "contribution": 0.20515751348331657 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "387b7ca5439455f9a6ceafda8579d15f03930114bf7e891dcab463a91c1f8fc0", "id": "f194ebc48b6d5ca111cd3755082a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.137060642242432, "wer": 0.0, "identity": 0.7815291285514832, "voiceclap": -0.0877961814403534, "fitness": 0.0, "legacy_fitness": 0.2024547925814823, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.01676306128501892, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.375380198408125, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.01676306128501892, "normalized": 0.31822922158761024, "contribution": 0.12729168863504411 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.482879638671875, "normalized": 0.5163582688509835, "contribution": 0.15490748065529503 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d5cd7c2a6b9dbd34472aa2d03c730c97b2211ca62cd02853c7c857f58ed81215", "id": "f20524a2203bdaab7f372db199a6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.300237655639648, "wer": 0.0, "identity": null, "voiceclap": -0.06097854673862457, "fitness": 0.0, "legacy_fitness": 0.2039212846755981, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3969385623931885, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.564543127691075, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3969385623931885, "normalized": 0.5854360936513245, "contribution": 0.23417443746052982 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.347579002380371, "normalized": 0.790625537042531, "contribution": 0.2371876611127593 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d0a0fb3397d5ce2c30acf5d5b7fe2e4d800ffdb9c27271861822960b8762b60e", "id": "f2206c2c91a85f450e843244b4ee", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.515059471130371, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.6726657152175903, "voiceclap": -0.17206980288028717, "fitness": 0.0, "legacy_fitness": 0.21197857856750485, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.029705211520195007, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.38067785356591144, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.029705211520195007, "normalized": 0.3266369345066734, "contribution": 0.13065477380266938 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04455488920211792, "normalized": 0.3252293693567144, "contribution": 0.09756881080701432 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4597771167755127, "normalized": 0.508180896520759, "contribution": 0.1524542689562277 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7a6e78343fd7e3f43bb4a631760e482aa7b1b14961c1b48f0a5cd4ff6982201f", "id": "f233748b862a9b8821bd7b78efa6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.316492557525635, "genuineness": 4.425758361816406, "wer": 0.0, "identity": 0.48859328031539917, "voiceclap": -0.11944916844367981, "fitness": 0.0, "legacy_fitness": 0.20539134740829468, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.463267058134079, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5688544299458059, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.463267058134079, "normalized": 0.6315410049202809, "contribution": 0.25261640196811236 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0911523699760437, "normalized": 0.353104221629384, "contribution": 0.10593126648881519 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.030742645263672, "normalized": 0.7010225382962612, "contribution": 0.21030676148887834 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1e467e9030312818ceceeae56a4b2209f5973214ece54cfd04f6ddf4934cae8b", "id": "f26c8babf116caaef9990539254f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 2.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.6705241203308105, "wer": 0.0, "identity": 0.4868197441101074, "voiceclap": -0.08265513181686401, "fitness": 0.0, "legacy_fitness": 0.21365500688552855, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7738785147666931, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6097602547772885, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7738785147666931, "normalized": 0.8155238196585282, "contribution": 0.3262095278634113 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.22078895568847656, "normalized": 0.434456620037567, "contribution": 0.1303369860112701 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4669277667999268, "normalized": 0.5107124696753567, "contribution": 0.153213740902607 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "78f5b196849a9fe264e8858091e7b6b733c2104d87f17710fa7d82971667449a", "id": "f26fef5c8acf0f3c7096b08a7be6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 1.5, "generation": null, "ce": 6.213237762451172, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.6723175644874573, "voiceclap": -0.13503168523311615, "fitness": 0.0, "legacy_fitness": 0.202430419921875, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.42983317375183105, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5717089332862566, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.42983317375183105, "normalized": 0.6084919234841558, "contribution": 0.24339676939366234 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08637313544750214, "normalized": 0.35020553269037047, "contribution": 0.10506165980711114 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.175959348678589, "normalized": 0.7441683469516106, "contribution": 0.22325050408548316 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "661c18e7a8a3a2b3ca04c798fa7b23a7208e6c998ef21a107aa26a4f5f488cac", "id": "f3b8ce716272325b4a6d5cd7d34e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 5.982900142669678, "genuineness": 4.381826400756836, "wer": 0.03571428571428571, "identity": 0.6908584237098694, "voiceclap": 0.013841064646840096, "fitness": 0.0, "legacy_fitness": 0.19217169208186016, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1233164072036743, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8601470779887335, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1233164072036743, "normalized": 0.9371461861416839, "contribution": 0.3748584744566736 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.009959101676941, "normalized": 0.8697054725411543, "contribution": 0.26091164176234627 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.1891608238220215, "normalized": 0.7479232058990453, "contribution": 0.22437696176971358 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "cb72e52f451b504ea8faa9570773608dfc62a569342ef7107ffeb8344c499c82", "id": "f3dc3faf6df80e961e9666acaa72", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.149696350097656, "genuineness": 4.570107460021973, "wer": 0.0, "identity": 0.7011857032775879, "voiceclap": -0.2089075744152069, "fitness": 0.0, "legacy_fitness": 0.20649813175201415, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7307380437850952, "bursts": [ { "label": "Exasperated Sigh", "prob": 0.38517311215400696, "labels": [ [ "Exasperated Sigh", 0.38517311215400696 ], [ "Relief Sigh", 0.18504929542541504 ], [ "Wistful Sigh", 0.15766571462154388 ] ], "family": "sigh", "no_burst_prob": 0.004182917531579733, "start": 5.68, "end": 6.04, "dur": 0.3600000000000003, "locator_confidence": 0.788 } ], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5895813283789841, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7307380437850952, "normalized": 0.7939810098243744, "contribution": 0.31759240392974974 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15208753943443298, "normalized": 0.3907580862297105, "contribution": 0.11722742586891313 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.481504440307617, "normalized": 0.5158716619344044, "contribution": 0.15476149858032132 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "63e57caca7508fa40af96339a7ae58939e069661860e1a815b9297658ffd7212", "id": "f49e9fea60f52437ff64aa62e11e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.427689552307129, "genuineness": 4.494794845581055, "wer": 0.0, "identity": null, "voiceclap": -0.17502054572105408, "fitness": 0.0, "legacy_fitness": 0.20878521442413328, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.3173983097076416, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5141972888898958, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.3173983097076416, "normalized": 0.528610457289663, "contribution": 0.21144418291586523 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.05769777297973633, "normalized": 0.3330013183740389, "contribution": 0.09990039551221166 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.951533555984497, "normalized": 0.6761757015393965, "contribution": 0.20285271046181896 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b9ad7c7b2fde9593883223bc80a9dd18e196423cb48438b7aa2f14114c005519", "id": "f50a74d90aefb87eeb367c5df159", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.84, "cfg": 1.25, "generation": null, "ce": 6.459460258483887, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.0336909182369709, "fitness": 0.0, "legacy_fitness": 0.20957558155059813, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.028407335281372, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6617900117174831, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.028407335281372, "normalized": 0.9129860959099612, "contribution": 0.36519443836398446 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9075284004211426, "normalized": 0.6620149802620625, "contribution": 0.19860449407861874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "39494c31769e59c8154b77e2bb05d1b3d5f271ee43845f0769012274fa72839d", "id": "f5662c69a38cdd00d10e17f01ffe", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.372091293334961, "genuineness": 4.532451152801514, "wer": 0.0, "identity": 0.6200326681137085, "voiceclap": -0.16411447525024414, "fitness": 0.0, "legacy_fitness": 0.2597582218406431, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2195233255624771, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47799189399813446, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2195233255624771, "normalized": 0.45800193076703266, "contribution": 0.1832007723068131 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.013489902019500732, "normalized": 0.30716363185903744, "contribution": 0.09214908955771123 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9493331909179688, "normalized": 0.6754734404453671, "contribution": 0.20264203213361012 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "09ac8816690d858813231de0d29c40941a5407e6c2bd513d97bce86a5116a4fe", "id": "f56b90ffbccffd60ec5acb2f75a2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 3, "generation": null, "ce": 6.427689552307129, "genuineness": 4.168440818786621, "wer": 0.0, "identity": 0.61541748046875, "voiceclap": -0.06310711055994034, "fitness": 0.0, "legacy_fitness": 0.2068769634247722, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.1742258220911026, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4681632612132136, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.1742258220911026, "normalized": 0.42563431184410283, "contribution": 0.17025372473764114 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.958134412765503, "normalized": 0.6782786408065616, "contribution": 0.2034835922419685 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5a97f5819f7a91f3fe51a073acc55268afec5ff7016d64b908a16df506131fbe", "id": "f62a15c57ee1020d27243aeffa0d", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.24500846862793, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.7807093858718872, "voiceclap": -0.14721232652664185, "fitness": 0.0, "legacy_fitness": 0.30223098338110155, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.27722373604774475, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.48977542948443603, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.27722373604774475, "normalized": 0.4996104172428381, "contribution": 0.19984416689713524 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03858083486557007, "normalized": 0.32172137540329804, "contribution": 0.09651641262098941 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.854722499847412, "normalized": 0.6447161665543714, "contribution": 0.1934148499663114 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7465c3c50a8f49359f2cbb45474d101166516c36b47df6c39e6ead29ba37bc5f", "id": "f6526779d7163b31ce3c694bce8f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1.25, "generation": null, "ce": 6.507116317749023, "genuineness": 4.595211505889893, "wer": 0.0, "identity": 0.6651207208633423, "voiceclap": -0.06522777676582336, "fitness": 0.0, "legacy_fitness": 0.21248703241348266, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.5085645914077759, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4944609879226546, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.5085645914077759, "normalized": 0.6620150388646351, "contribution": 0.26480601554585403 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.050528913736343384, "normalized": 0.32875290305772986, "contribution": 0.09862587091731896 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2573537826538086, "normalized": 0.4367636715316052, "contribution": 0.13102910145948157 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5256a8e7afc91ea2be876a26c0e210c5588fa97cb992a1f4011173f1e462bc05", "id": "f67980b8775299655ab7f2cfa16a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.395919322967529, "genuineness": 4.231201171875, "wer": 0.0, "identity": 0.6700096130371094, "voiceclap": -0.12792377173900604, "fitness": 0.0, "legacy_fitness": 0.20171881914138795, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0672338008880615, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6195197005075614, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0672338008880615, "normalized": 0.9235966347860832, "contribution": 0.3694386539144333 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15686675906181335, "normalized": 0.39376044472877847, "contribution": 0.11812813341863354 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2661547660827637, "normalized": 0.439843043914982, "contribution": 0.1319529131744946 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "23c703883feaaad2f32fcd09468cad82bd303edf15113ef95732a6dab461afda", "id": "f6d64d0ba9c4195d3fba481785bd", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.38797664642334, "genuineness": 4.319066047668457, "wer": 0.0, "identity": null, "voiceclap": -0.11913423985242844, "fitness": 0.0, "legacy_fitness": 0.2037963008880615, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4805232286453247, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5068954429525826, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4805232286453247, "normalized": 0.6432604073446435, "contribution": 0.2573041629378574 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.08278872072696686, "normalized": 0.3480372240880153, "contribution": 0.10441116722640459 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.391294240951538, "normalized": 0.4839337092944021, "contribution": 0.14518011278832063 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "02a35ecf6e9720eaa146ec23befb7f9af0d10f12e922fe0bd4534228cd4e3429", "id": "f6f69f3a43f9d659acc5f3dcdfc3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.231201171875, "wer": 0.0, "identity": 0.6671227812767029, "voiceclap": -0.02352817915380001, "fitness": 0.0, "legacy_fitness": 0.20195709228515624, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.877415657043457, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6154867559785522, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.877415657043457, "normalized": 0.861246667995416, "contribution": 0.34449866719816646 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.09951601922512054, "normalized": 0.35819739972545717, "contribution": 0.10745921991763714 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.564289093017578, "normalized": 0.5450962295424953, "contribution": 0.16352886886274856 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "82250682586e6ae73188fd86e4a916c907c9d44302448b6d1b5db0088b4b9be7", "id": "f75a368bca3387bc569222f186eb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.4515180587768555, "genuineness": 4.3881025314331055, "wer": 0.03225806451612903, "identity": 0.7358997464179993, "voiceclap": 0.06989724189043045, "fitness": 0.0, "legacy_fitness": 0.25090389207410885, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.49993646144866943, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5745382231120413, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.49993646144866943, "normalized": 0.6562844688742092, "contribution": 0.2625137875496837 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07920429110527039, "normalized": 0.34587386366797546, "contribution": 0.10376215910039263 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.008740186691284, "normalized": 0.6942075882065499, "contribution": 0.20826227646196496 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a997ec7167cb177ee569dad1b16f7f6e57f8a4804e96e93652255e7a8fd0a97a", "id": "f7c5b9b13cb3c29154f1d784392a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.181467056274414, "genuineness": 4.557555198669434, "wer": 0.1, "identity": 0.32077109813690186, "voiceclap": -0.13662089407444, "fitness": 0.0, "legacy_fitness": 0.18599479722976686, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6573991775512695, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6027567663008313, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6573991775512695, "normalized": 0.7541161241208951, "contribution": 0.3016464496483581 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3208540678024292, "normalized": 0.4994156181005578, "contribution": 0.14982468543016733 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.4487757682800293, "normalized": 0.5042854374076865, "contribution": 0.15128563122230596 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "8deb2b282e4966320267d0dcda2709a5caad02e597123b190ccd13517f38a78e", "id": "f83c7598f459790b9db383134eb1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.467403411865234, "genuineness": 4.394378662109375, "wer": 0.0, "identity": 0.7227813005447388, "voiceclap": -0.10267233848571777, "fitness": 0.0, "legacy_fitness": 0.2068705177307129, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6875975728034973, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5836608798158563, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6875975728034973, "normalized": 0.7710131366534348, "contribution": 0.308405254661374 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.13297061622142792, "normalized": 0.37881528498086714, "contribution": 0.11364458549426014 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5461368560791016, "normalized": 0.5387034655340742, "contribution": 0.16161103966022225 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "605d998154700ced648c69670b9ae8471164b001f6a1d7c99b194ad98b52ab1b", "id": "f8540a65bb1d49be3aa87ddffb42", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.594485759735107, "genuineness": 4.68307638168335, "wer": 0.0, "identity": null, "voiceclap": -0.17090214788913727, "fitness": 0.0, "legacy_fitness": 0.21599419593811034, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.4503248929977417, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4529313695083776, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.4503248929977417, "normalized": 0.6226697082176653, "contribution": 0.24906788328706614 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07084065675735474, "normalized": 0.34084567323210346, "contribution": 0.10225370196963103 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.9680204391479492, "normalized": 0.3386992808389347, "contribution": 0.10160978425168041 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "ba96e589c645ee7ab33b69763c6fe450263083ed827919b79b68ca5016a7041a", "id": "f8700c8f31ffd35f0be8b85b6ca5", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 3, "generation": null, "ce": 6.268836498260498, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.03635898232460022, "fitness": 0.0, "legacy_fitness": 0.20985424280166626, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.345439612865448, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6042882830767773, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.345439612865448, "normalized": 0.5487716792974919, "contribution": 0.2195086717189968 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.451984167098999, "normalized": 0.5842938717332542, "contribution": 0.17528816151997625 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.021941661834717, "normalized": 0.6983048327926806, "contribution": 0.20949144983780418 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "5737e1fccf32aa68601630c47a1d89faaa4ddaaa41ce3906b1f3a8897690dd22", "id": "f8722f8530c9d454bba0f409369c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.157639026641846, "genuineness": 4.519899368286133, "wer": 0.0, "identity": 0.6384705305099487, "voiceclap": -0.09638500213623047, "fitness": 0.0, "legacy_fitness": 0.205362069606781, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.675514578819275, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.8587146181012866, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.675514578819275, "normalized": 0.9943171589748849, "contribution": 0.397726863589954 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 1.9753633737564087, "normalized": 0.9965654545028704, "contribution": 0.2989696363508611 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.549987316131592, "normalized": 0.540060393868238, "contribution": 0.1620181181604714 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3fb9f6f7f5ec70c3338a35dff9d5f79c41aa3a55b603141aecde06c49fbb8988", "id": "f8a85925e10d9a6099cec3b3d0a2", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.017816066741943, "wer": 0.0, "identity": 0.6206620931625366, "voiceclap": -0.043287791311740875, "fitness": 0.0, "legacy_fitness": 0.2001374107006918, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.0286266952753067, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.43426732746619995, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.0286266952753067, "normalized": 0.3259328395341342, "contribution": 0.1303731358136537 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0351431369781494, "normalized": 0.7023772084492015, "contribution": 0.21071316253476044 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "740db442acf4727583f89de778528b29ab16bbf63dbfd8ff00c3c2c659af889f", "id": "f945515f7de579a3bfa0c5e74f09", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.18726921081543, "wer": 0.0, "identity": 0.6318767070770264, "voiceclap": -0.013672778382897377, "fitness": 0.0, "legacy_fitness": 0.200382239818573, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6509281396865845, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.557853208610783, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6509281396865845, "normalized": 0.750410223674774, "contribution": 0.3001640894699096 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5774905681610107, "normalized": 0.5497382300660528, "contribution": 0.16492146901981583 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "401b4c3eca183870f1ffea379cc6408e746d8e154361cfc01ec124c8543ed3ed", "id": "f96f392ca846fef23d89b27039c0", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.419747352600098, "genuineness": 4.607763767242432, "wer": 0.0, "identity": 0.7090796232223511, "voiceclap": -0.18866027891635895, "fitness": 0.0, "legacy_fitness": 0.21149030447006226, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.12030021846294403, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.42177988452888965, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.12030021846294403, "normalized": 0.3877622177695644, "contribution": 0.15510488710782577 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.04336008429527283, "normalized": 0.3245265209618953, "contribution": 0.0973579562885686 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.619295358657837, "normalized": 0.5643901371083175, "contribution": 0.16931704113249527 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "b3f9f07140a77c78be5573c2703097e46b4476d6da5d2ec7e0917ec9e0e76048", "id": "f98617256544ddb3b4233d85a1ec", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.356205940246582, "genuineness": 4.545003414154053, "wer": 0.0, "identity": 0.5676649808883667, "voiceclap": -0.21830499172210693, "fitness": 0.0, "legacy_fitness": 0.2124472346191795, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.057746514678001404, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4076717028487032, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.057746514678001404, "normalized": 0.3451538563775105, "contribution": 0.1380615425510042 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6533992290496826, "normalized": 0.5762788034892004, "contribution": 0.1728836410467601 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9131ab5b59be571427a4143ab14d8cf85fa7e66e047157e5b969e60f7cc8d9cc", "id": "f99ac30f235c5187accc927c66f1", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 1.5, "generation": null, "ce": 6.268836498260498, "genuineness": 4.570107460021973, "wer": 0.0, "identity": null, "voiceclap": -0.15674856305122375, "fitness": 0.0, "legacy_fitness": 0.20828523397445678, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.008134961128234863, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.35604086990468553, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.008134961128234863, "normalized": 0.31267531728876063, "contribution": 0.12507012691550426 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.023048341274261475, "normalized": 0.3126753121884013, "contribution": 0.09380259365652038 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3156604766845703, "normalized": 0.45722716444220285, "contribution": 0.13716814933266086 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9b14e2c1d40586381e51c7609a440c30d96bdf9ad4ad413919d3acfae630d989", "id": "fa46bbe6a57c28d8255cf6125022", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.252951145172119, "genuineness": 4.607763767242432, "wer": 0.07142857142857142, "identity": 0.4820159375667572, "voiceclap": -0.21076393127441406, "fitness": 0.0, "legacy_fitness": 0.19406062126159668, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.493465393781662, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.48559690635630787, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.493465393781662, "normalized": 0.6519627806566304, "contribution": 0.26078511226265216 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.2452523708343506, "normalized": 0.4325357998986346, "contribution": 0.12976073996959037 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "1fd3e7848720536430a4b45938fe5d2cf1ae7e3566b45a27b68cbb2ace8f351f", "id": "fa6683c5674eaada995680350f78", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.483288764953613, "genuineness": 4.319066047668457, "wer": 0.0, "identity": 0.7969361543655396, "voiceclap": -0.08478154242038727, "fitness": 0.0, "legacy_fitness": 0.2052259826660156, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.985266923904419, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6314176141114703, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.985266923904419, "normalized": 0.8999470773667801, "contribution": 0.35997883094671207 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11743812263011932, "normalized": 0.36919567206613335, "contribution": 0.11075870161984 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5373358726501465, "normalized": 0.5356002718163944, "contribution": 0.1606800815449183 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "deafb590880c678d7f67da8958420435ffe5d62a4fb27549234042f05380dc05", "id": "fab711da29b3608400eb13864b72", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.499174118041992, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.6717093586921692, "voiceclap": -0.07402419298887253, "fitness": 0.0, "legacy_fitness": 0.2067194652557373, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.0499776601791382, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6346718909580525, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.0499776601791382, "normalized": 0.9190091492942074, "contribution": 0.367603659717683 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0338016152381897, "normalized": 0.31892637325430984, "contribution": 0.09567791197629295 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6390976905822754, "normalized": 0.5713010642135888, "contribution": 0.17139031926407663 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a147e974ead69901cb0f16e37911a2902621e7631006c56d0ae0054031e75c7b", "id": "fb04e4af0bcfdd682fbe6f852ee9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2.5, "generation": null, "ce": 6.459460258483887, "genuineness": 4.632867813110352, "wer": 0.0, "identity": null, "voiceclap": -0.09892994165420532, "fitness": 0.0, "legacy_fitness": 0.3104184664654367, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.14079195261001587, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.435565673457788, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.14079195261001587, "normalized": 0.4020490723461958, "contribution": 0.16081962893847834 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0481393039226532, "normalized": 0.3273416398045801, "contribution": 0.09820249194137402 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.688603401184082, "normalized": 0.5884785085931188, "contribution": 0.17654355257793564 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "807e967e9f5d2161dc1bf4a9c9dc81e120df334354435ed562d1775cc852cd50", "id": "fb1070fd0e398b77bd7d0e0563c8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1, "generation": null, "ce": 6.419747352600098, "genuineness": 4.545003414154053, "wer": 0.0, "identity": null, "voiceclap": -0.1550660878419876, "fitness": 0.0, "legacy_fitness": 0.2128834974123272, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.02539116144180298, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4118648911566826, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.02539116144180298, "normalized": 0.32382429389119693, "contribution": 0.12952971755647877 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.046944499015808105, "normalized": 0.3266369309162664, "contribution": 0.09799107927487992 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.764512062072754, "normalized": 0.6144803144177464, "contribution": 0.18434409432532392 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bd35920c0f513b15c8adb8c5315ae8ee5f157ba2547cf50d8045839d20597d7f", "id": "fb444cc563e6ab93ed2ca3b1a3fb", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.4, "cfg": 3, "generation": null, "ce": 6.395919322967529, "genuineness": 4.381826400756836, "wer": 0.0, "identity": 0.7406944036483765, "voiceclap": -0.015598246827721596, "fitness": 0.0, "legacy_fitness": 0.20548444986343384, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4511841535568237, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6951104184429155, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4511841535568237, "normalized": 0.9832066980549421, "contribution": 0.39328267922197685 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.19569800794124603, "normalized": 0.41837410126498176, "contribution": 0.12551223037949452 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6864030361175537, "normalized": 0.5877183628048142, "contribution": 0.17631550884144423 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "23e700cd4f02062a9a3a02988cc5ed434f28036b504ef909bd5935a096dc7b6f", "id": "fb729926741d795459b88367a567", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "de", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1, "generation": null, "ce": 6.23706579208374, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.22069188952445984, "fitness": 0.0, "legacy_fitness": 0.20623966455459594, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.9119280576705933, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6417242528736753, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.9119280576705933, "normalized": 0.8746059963262365, "contribution": 0.3498423985304946 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03977566957473755, "normalized": 0.32242173083646297, "contribution": 0.09672651925093889 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.8723244667053223, "normalized": 0.6505177836408061, "contribution": 0.19515533509224184 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "53027cd03f158ce7c7aa0e49e4b7700d6f9ac494dfb5863a9232361a9db65243", "id": "fb8f76b3549b2fc8b05212ca41ff", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p02", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.25, "generation": null, "ce": 6.252951145172119, "genuineness": 4.65797233581543, "wer": 0.03571428571428571, "identity": null, "voiceclap": -0.1698608696460724, "fitness": 0.0, "legacy_fitness": 0.20273487644536153, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7177959084510803, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5901766845725606, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7177959084510803, "normalized": 0.7872381901168892, "contribution": 0.3148952760467557 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.07800948619842529, "normalized": 0.3451538589845051, "contribution": 0.10354615769535154 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6423981189727783, "normalized": 0.572450836101511, "contribution": 0.1717352508304533 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "e5eee6136cd5feada925067da31d3ac0994b7b7d851e96cbaf05bc8cd9377f17", "id": "fb94adf4780d24e616cd14863fbe", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.046441555023193, "genuineness": 4.193545341491699, "wer": 0.0, "identity": null, "voiceclap": -0.29425960779190063, "fitness": 0.0, "legacy_fitness": 0.19553525686264037, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": -0.002650141716003418, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.3091057495184869, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": -0.002650141716003418, "normalized": 0.3057924296409663, "contribution": 0.12231697185638653 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.03021720051765442, "normalized": 0.31683684708021775, "contribution": 0.09505105412406532 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 1.8646085262298584, "normalized": 0.3057924117934501, "contribution": 0.09173772353803504 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "2b162fb078ba445251ee3574fce7783db5f9ec07299605ee277e9e5755049603", "id": "fbd1b27969bbbdba1a0695e1f74b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "de", "reference": false, "seed": 1705, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 5.673136234283447, "genuineness": 3.7165660858154297, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.30173003673553467, "fitness": 0.0, "legacy_fitness": 0.17207748913764953, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.544155478477478, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5074906768882824, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.544155478477478, "normalized": 0.6852468717656314, "contribution": 0.27409874870625256 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.20585386455059052, "normalized": 0.4248688467687181, "contribution": 0.12746065403061543 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0120255947113037, "normalized": 0.35310424717138134, "contribution": 0.1059312741514144 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bf55151e8747bd331eaa6c1da89b8008774751fa34149085f5eb11b764c2ca75", "id": "fbe57949f8e75ab6d2f7b3cbc43f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": false, "seed": 1703, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.38003396987915, "genuineness": 4.394378662109375, "wer": 0.0, "identity": null, "voiceclap": -0.021593671292066574, "fitness": 0.0, "legacy_fitness": 0.20555997610092164, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4166717529296875, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.803704807823648, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4166717529296875, "normalized": 0.9804199250713717, "contribution": 0.3921679700285487 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.9191538095474243, "normalized": 0.8356071153912757, "contribution": 0.2506821346173827 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5389862060546875, "normalized": 0.536182343925722, "contribution": 0.16085470317771658 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "55df21d2e9abd494e6fb6747d990f75808054a87870c9834535d31cfe16bffb1", "id": "fc3279a25948c03a4bad603e07b8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "An diesem Abend ist etwas, das ich nicht erklären kann. Nein... lass mich ausreden, bevor du antwortest. Du musst noch den Rest hören, den ich dir erzählen wollte.", "sentences": [ "An diesem Abend ist etwas, das ich nicht erklären kann.", "Nein... lass mich ausreden, bevor du antwortest.", "Du musst noch den Rest hören, den ich dir erzählen wollte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] An diesem Abend ist etwas, das ich nicht erklären kann.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.0 seconds duration] Nein... lass mich ausreden, bevor du antwortest.\n(Natural clear speech.) [4.7 seconds duration] Du musst noch den Rest hören, den ich dir erzählen wollte.", "requested_seconds": 12.8, "actual_seconds": 12.8, "cfg": 2, "generation": null, "ce": 6.213237762451172, "genuineness": 4.6203155517578125, "wer": 0.0, "identity": 0.6365618109703064, "voiceclap": -0.2334400862455368, "fitness": 0.0, "legacy_fitness": 0.20870645523071285, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.11059361696243286, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.37527268656159424, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.11059361696243286, "normalized": 0.381046153597001, "contribution": 0.15241846143880042 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.11146408319473267, "normalized": 0.3655171481099594, "contribution": 0.10965514443298781 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0846338272094727, "normalized": 0.3773302689660201, "contribution": 0.11319908068980603 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "a36dae2113d6751b878003a4bc41c97708535a0714b2fec9905d126f8d6b97e3", "id": "fc3c3a23827fb8d18838d5c5b960", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 5.982900142669678, "genuineness": 4.532451152801514, "wer": 0.0, "identity": null, "voiceclap": -0.03314640000462532, "fitness": 0.0, "legacy_fitness": 0.203054780960083, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.90761399269104, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6988520892033652, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.90761399269104, "normalized": 0.8729869855973631, "contribution": 0.3491947942389453 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.4579581916332245, "normalized": 0.5880984747778937, "contribution": 0.1764295424333681 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6566996574401855, "normalized": 0.5774258417701726, "contribution": 0.1732277525310518 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "d8af9b7295510a31ac16394cc11f1b188532589c0c52531a7f7ad461f3974b55", "id": "fc70d1e2638ac7baaa8e6b1f99e8", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 3, "generation": null, "ce": 6.38797664642334, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.5815520286560059, "voiceclap": -0.03819214552640915, "fitness": 0.0, "legacy_fitness": 0.206620512008667, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.3217626810073853, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7615862789669817, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.3217626810073853, "normalized": 0.9706627937687952, "contribution": 0.3882651175075181 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.5941662192344666, "normalized": 0.6719530354300346, "contribution": 0.20158591062901038 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6423981189727783, "normalized": 0.572450836101511, "contribution": 0.1717352508304533 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "bba623d5982f3de4b502d333151193ff43eced68b73d20e0bd53ff6398d0f574", "id": "fd24eaa4f39a92298c6e704b4b7a", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p04", "language": "de", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2, "generation": null, "ce": 6.221180438995361, "genuineness": 4.519899368286133, "wer": 0.0, "identity": null, "voiceclap": -0.2124936878681183, "fitness": 0.0, "legacy_fitness": 0.2063151907920837, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.33303672075271606, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.452080913315284, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.33303672075271606, "normalized": 0.5398666010643618, "contribution": 0.21594664042574474 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.358565330505371, "normalized": 0.4723610955197842, "contribution": 0.14170832865593527 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c9870b30cf1cb31c43a1c1aac87681a14e86065d4597bce1f877a38021d270a1", "id": "fd2b96e387124fc4bcbd68269dc4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1702, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 1.5, "generation": null, "ce": 6.125868320465088, "genuineness": 4.419482707977295, "wer": 0.0, "identity": 0.6641052961349487, "voiceclap": -0.2473779320716858, "fitness": 0.0, "legacy_fitness": 0.2023750925064087, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.6940686702728271, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5865293732145622, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.6940686702728271, "normalized": 0.7745472620542493, "contribution": 0.3098189048216997 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.16642522811889648, "normalized": 0.39978399603553044, "contribution": 0.11993519881065913 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.500481605529785, "normalized": 0.5225842319406778, "contribution": 0.15677526958220334 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "57a9ee0fb98240ae5fc35d7abdc21bd8dbf553a8ed1d9babb82c1dce1a7cf70e", "id": "fd47ea32cb142ff715aca2e5a457", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "en", "reference": false, "seed": 1704, "valid": true, "ended": true, "text": "You are the first person I wanted to find tonight. I tried to prepare for this... but the words keep changing. Please listen carefully because this matters more than I expected.", "sentences": [ "You are the first person I wanted to find tonight.", "I tried to prepare for this... but the words keep changing.", "Please listen carefully because this matters more than I expected." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] You are the first person I wanted to find tonight.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.2 seconds duration] I tried to prepare for this... but the words keep changing.\n(Natural clear speech.) [3.8 seconds duration] Please listen carefully because this matters more than I expected.", "requested_seconds": 12.64, "actual_seconds": 12.64, "cfg": 1.5, "generation": null, "ce": 6.523001670837402, "genuineness": 4.218649387359619, "wer": 0.0, "identity": null, "voiceclap": -0.06814871728420258, "fitness": 0.0, "legacy_fitness": 0.2033112597465515, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2985243499279022, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.47567173875189284, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2985243499279022, "normalized": 0.5149957715114779, "contribution": 0.20599830860459117 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.029022395610809326, "normalized": 0.3161416304100698, "contribution": 0.09484248912302094 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6721014976501465, "normalized": 0.5827698034142691, "contribution": 0.17483094102428073 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "368dc9ba62ba08dee0cd43a4032823e8499d8a1e92b0593173279f313a7d78ac", "id": "fe0fd91c736e023b23d1da79dfd9", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich war mir sicher, dass ich wusste, was als Nächstes passiert. Und dann... hat sich für einen Moment alles anders angefühlt. Sieh mich an und sag mir, dass du verstehst, was ich meine.", "sentences": [ "Ich war mir sicher, dass ich wusste, was als Nächstes passiert.", "Und dann... hat sich für einen Moment alles anders angefühlt.", "Sieh mich an und sag mir, dass du verstehst, was ich meine." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Ich war mir sicher, dass ich wusste, was als Nächstes passiert.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Und dann... hat sich für einen Moment alles anders angefühlt.\n(Natural clear speech.) [5.1 seconds duration] Sieh mich an und sag mir, dass du verstehst, was ich meine.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.300607204437256, "genuineness": 4.7081804275512695, "wer": 0.0, "identity": null, "voiceclap": -0.24979019165039062, "fitness": 0.0, "legacy_fitness": 0.21221361875534056, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.7695645093917847, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.656150831939037, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.7695645093917847, "normalized": 0.8134348249597341, "contribution": 0.32537392998389364 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.49260759353637695, "normalized": 0.6099914946385671, "contribution": 0.18299744839157012 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.415771961212158, "normalized": 0.4925981785452442, "contribution": 0.14777945356357325 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "9a3247856f3d0b76773b5ca40ef84bdd0909e7f60f81a22f444b55d1680dde96", "id": "fe1c0476af039c454c1970aed65b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p09", "language": "en", "reference": false, "seed": 1702, "valid": true, "ended": true, "text": "I remember how ordinary everything looked a moment ago. Now... I am not quite sure where I should begin. Give me a little time and I will explain the whole thing.", "sentences": [ "I remember how ordinary everything looked a moment ago.", "Now... I am not quite sure where I should begin.", "Give me a little time and I will explain the whole thing." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Let the local direction carry the intended delivery beside each sentence.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.5 seconds duration] I remember how ordinary everything looked a moment ago.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Now... I am not quite sure where I should begin.\n(Natural clear speech.) [4.6 seconds duration] Give me a little time and I will explain the whole thing.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 2.5, "generation": null, "ce": 6.38003396987915, "genuineness": 4.507347106933594, "wer": 0.0, "identity": null, "voiceclap": -0.03997385501861572, "fitness": 0.0, "legacy_fitness": 0.2083841872215271, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.4339278936386108, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.5, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6466421207335044, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.4339278936386108, "normalized": 0.9818588712352126, "contribution": 0.3927435484940851 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.10907447338104248, "normalized": 0.36404917668517334, "contribution": 0.109214753005552 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3866186141967773, "normalized": 0.4822793974462243, "contribution": 0.14468381923386728 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "61c19ab43d9c6a3350ef50f0d29f3cab2a9495503e8c415cdc669b40ebdc45a4", "id": "fe42c6b52ec37179a6de73ff011b", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 3, "generation": null, "ce": 6.3641486167907715, "genuineness": 4.557555198669434, "wer": 0.0, "identity": 0.7445011734962463, "voiceclap": -0.05819108337163925, "fitness": 0.0, "legacy_fitness": 0.2443730611979429, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8256471157073975, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.6681332490974606, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8256471157073975, "normalized": 0.8394469712560356, "contribution": 0.33577878850241427 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.15208753943443298, "normalized": 0.3907580862297105, "contribution": 0.11722742586891313 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.0835487842559814, "normalized": 0.7170901157537775, "contribution": 0.21512703472613323 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "578b02f490f1edc3e9664591b1e2344fddbb818811b79c52711e8091bf2c2134", "id": "fe77e8538ad0783159398cfc272e", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich dachte, du wärst hier, bevor die Lichter ausgehen. Warte... ich brauche einen Moment, um das gerade zu verstehen. Bleib bei mir, bis ich das richtig sagen kann.", "sentences": [ "Ich dachte, du wärst hier, bevor die Lichter ausgehen.", "Warte... ich brauche einen Moment, um das gerade zu verstehen.", "Bleib bei mir, bis ich das richtig sagen kann." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] Ich dachte, du wärst hier, bevor die Lichter ausgehen.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Warte... ich brauche einen Moment, um das gerade zu verstehen.\n(Natural clear speech.) [3.8 seconds duration] Bleib bei mir, bis ich das richtig sagen kann.", "requested_seconds": 12.72, "actual_seconds": 12.72, "cfg": 3, "generation": null, "ce": 6.09409761428833, "genuineness": 4.532451152801514, "wer": 0.07142857142857142, "identity": null, "voiceclap": -0.07001195102930069, "fitness": 0.0, "legacy_fitness": 0.19009968996047974, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.8221923112869263, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7789277375349977, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.8221923112869263, "normalized": 0.9974200264120158, "contribution": 0.39896801056480635 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.3407924175262451, "normalized": 0.5124162506995281, "contribution": 0.15372487520985842 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 3.2111635208129883, "normalized": 0.754116172534443, "contribution": 0.22623485176033287 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "03297400bb52604518682d8554d4305483c80e9ea83af486ecf7cc9266f1d482", "id": "fe9305c1d01e4e93d75fe35fa378", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p01", "language": "en", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "I was certain that I knew what would happen next. And then... everything felt different for a second. Look at me and tell me you understand what I mean.", "sentences": [ "I was certain that I knew what would happen next.", "And then... everything felt different for a second.", "Look at me and tell me you understand what I mean." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Make the intended feeling unmistakably audible while preserving every word.) [3.1 seconds duration] And then... everything felt different for a second.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] I was certain that I knew what would happen next.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.1 seconds duration] And then... everything felt different for a second.\n(Natural clear speech.) [4.2 seconds duration] Look at me and tell me you understand what I mean.", "requested_seconds": 11.92, "actual_seconds": 11.92, "cfg": 1, "generation": null, "ce": 6.372091293334961, "genuineness": 4.406930446624756, "wer": 0.0, "identity": 0.6728748679161072, "voiceclap": -0.04853212833404541, "fitness": 0.0, "legacy_fitness": 0.2057546305656433, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.1880271434783936, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.759602395454713, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.1880271434783936, "normalized": 0.9503685352025789, "contribution": 0.3801474140810316 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.6515169739723206, "normalized": 0.7050781424676773, "contribution": 0.21152344274030319 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.6060938835144043, "normalized": 0.5597717954445941, "contribution": 0.16793153863337823 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "c706f59ae862726fbe617a5e9fc82c5024a91c8e1c0f7b69b67d3d39361165a4", "id": "fecb2f94aeaddb065b06e2e477b3", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p05", "language": "de", "reference": false, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 2.5, "generation": null, "ce": 6.1894097328186035, "genuineness": 4.7332844734191895, "wer": 0.03333333333333333, "identity": null, "voiceclap": -0.18807552754878998, "fitness": 0.0, "legacy_fitness": 0.20413414923350015, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8558454513549805, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5924817787080098, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8558454513549805, "normalized": 0.8524213878893052, "contribution": 0.3409685551557221 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.2664903402328491, "normalized": 0.46401169049950025, "contribution": 0.13920350714985008 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.0758328437805176, "normalized": 0.37436572134145857, "contribution": 0.11230971640243757 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "da1d2cbec684d35f8a8c32a727facaa55909b4e9f960ea90ab7385f37bd2a564", "id": "ff11cc6bd2cb5d7981754d8261c4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p07", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Recover enough breath to finish the words, still visibly frightened through the voice. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 1.5, "generation": null, "ce": 6.41180419921875, "genuineness": 4.3127899169921875, "wer": 0.06666666666666667, "identity": 0.7924839854240417, "voiceclap": -0.0760316476225853, "fitness": 0.0, "legacy_fitness": 0.19039702351888022, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8385891914367676, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5739190911791069, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8385891914367676, "normalized": 0.8450959782917773, "contribution": 0.33803839131671093 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.019463926553726196, "normalized": 0.3106034303926194, "contribution": 0.09318102911778582 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.3679163455963135, "normalized": 0.4756655691487005, "contribution": 0.14269967074461015 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "7897b9481f8ce20471f3c77897f1f2ddb98eb8590d8b1ec4ed3daedb2fc86aaa", "id": "ff479825d88dafc5b086f42c2a5f", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1705, "valid": true, "ended": true, "text": "I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.", "sentences": [ "I thought you would be here before the lights went out.", "Wait... I need a moment to understand what just happened.", "Stay with me until I can say this properly." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.\n(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.", "requested_seconds": 12.32, "actual_seconds": 12.32, "cfg": 2, "generation": null, "ce": 6.475345611572266, "genuineness": 4.15588903427124, "wer": 0.0, "identity": 0.5386414527893066, "voiceclap": -0.11641646921634674, "fitness": 0.0, "legacy_fitness": 0.20102741003036498, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.8644735813140869, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.2, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.5962614477913853, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.8644735813140869, "normalized": 0.8559956393641556, "contribution": 0.34239825574566224 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.0039314329624176025, "normalized": 0.30169515960220206, "contribution": 0.09050854788066061 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.562638759613037, "normalized": 0.5445154805502084, "contribution": 0.1633546441650625 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "04e456e4430532cabe39cdf29c5abbcc6293d927862980bf03d661c3c07b2095", "id": "ff787e000f79631505fa3eac7474", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p06", "language": "en", "reference": true, "seed": 1704, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Recover enough breath to finish the words, still visibly frightened through the voice. Begin with the feeling held back, then let it leak through and become unmistakable.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 3, "generation": null, "ce": 6.419747352600098, "genuineness": 4.507347106933594, "wer": 0.0, "identity": 0.6732277274131775, "voiceclap": -0.13003279268741608, "fitness": 0.0, "legacy_fitness": 0.2089798879623413, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.2907051146030426, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.46374523566468207, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.2907051146030426, "normalized": 0.5093493470035692, "contribution": 0.20373973880142768 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.01707431674003601, "normalized": 0.30922550040352526, "contribution": 0.09276765012105757 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.5994930267333984, "normalized": 0.5574594891406561, "contribution": 0.16723784674219683 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "491611889450e8f563868ebd7c8a6e551c8c756e3ca5def93e064c172cf5cc45", "id": "ff78e3f5b3f6b1309bb1141806d6", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p03", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat. Jetzt... weiß ich nicht so recht, wo ich anfangen soll. Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "sentences": [ "Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.", "Jetzt... weiß ich nicht so recht, wo ich anfangen soll.", "Gib mir ein wenig Zeit, dann erkläre ich dir alles." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.\nSCRIPT:\n(Speak as if taking an ordinary relaxed walk with an unheard friend. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(An unexpected fictional fright causes a sudden involuntary gasp and scream. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Recover enough breath to finish the words, still visibly frightened through the voice. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.3 seconds duration] Ich weiß noch, wie gewöhnlich gerade eben alles ausgesehen hat.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.3 seconds duration] Jetzt... weiß ich nicht so recht, wo ich anfangen soll.\n(Natural clear speech.) [4.3 seconds duration] Gib mir ein wenig Zeit, dann erkläre ich dir alles.", "requested_seconds": 13.68, "actual_seconds": 13.68, "cfg": 1.5, "generation": null, "ce": 6.1020402908325195, "genuineness": 4.469690799713135, "wer": 0.03333333333333333, "identity": 0.6278718113899231, "voiceclap": -0.12016375362873077, "fitness": 0.0, "legacy_fitness": 0.19649711187680563, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 1.546093225479126, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.3, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.7504710670575158, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 1.546093225479126, "normalized": 0.989187052897899, "contribution": 0.39567482115915964 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.35341256856918335, "normalized": 0.520639172732458, "contribution": 0.15619175181973738 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.9075284004211426, "normalized": 0.6620149802620625, "contribution": 0.19860449407861874 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3760bf7de5e320d064c43cebe4e014e69aea4a96fd6141c3c0ad47b89bbf516c", "id": "ffd34c2a67c2b0aa4ed65c9148d4", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "en", "reference": true, "seed": 1703, "valid": true, "ended": true, "text": "There is something about this evening that I cannot explain. No... let me finish before you try to answer. You have to hear the rest of what I came to tell you.", "sentences": [ "There is something about this evening that I cannot explain.", "No... let me finish before you try to answer.", "You have to hear the rest of what I came to tell you." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [3.8 seconds duration] There is something about this evening that I cannot explain.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [3.5 seconds duration] No... let me finish before you try to answer.\n(Natural clear speech.) [5.0 seconds duration] You have to hear the rest of what I came to tell you.", "requested_seconds": 13.12, "actual_seconds": 13.12, "cfg": 2, "generation": null, "ce": 6.348263263702393, "genuineness": 4.369274139404297, "wer": 0.0, "identity": 0.7473765015602112, "voiceclap": -0.09390467405319214, "fitness": 0.0, "legacy_fitness": 0.20445580244064332, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.15535186231136322, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 3.8, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.44791601841330514, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.15535186231136322, "normalized": 0.41228162268973195, "contribution": 0.1649126490758928 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": 0.02663278579711914, "normalized": 0.3147531474453467, "contribution": 0.09442594423360401 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.80631685256958, "normalized": 0.6285914170126945, "contribution": 0.18857742510380834 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" }, { "metadata_schema": 3, "source_metadata_sha256": "3be376f33964e7bb59c4964619fd95c9a128a1a05968a1cc85b179e779ee6ffc", "id": "ffe48ddc38404c526c3587ee407c", "study": "full-v2-gen0", "model": "original15", "mission": "walk_startle", "candidate": "g0-p08", "language": "de", "reference": true, "seed": 1701, "valid": true, "ended": true, "text": "Du bist der erste Mensch, den ich heute Abend finden wollte. Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig. Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "sentences": [ "Du bist der erste Mensch, den ich heute Abend finden wollte.", "Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.", "Bitte hör genau zu, denn das ist wichtiger, als ich dachte." ], "prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Speak as if taking an ordinary relaxed walk with an unheard friend. An unexpected fictional fright causes a sudden involuntary gasp and scream. Recover enough breath to finish the words, still visibly frightened through the voice. Carry the full intended delivery through the global direction.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "neutral_prompt": "GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.\nSCRIPT:\n(Natural clear speech.) [4.7 seconds duration] Du bist der erste Mensch, den ich heute Abend finden wollte.\n(surprised gasp, 0.30 seconds)\n(scream, 0.50 seconds)\n(Natural clear speech.) [4.7 seconds duration] Ich wollte mich darauf vorbereiten... aber die Worte verändern sich ständig.\n(Natural clear speech.) [4.7 seconds duration] Bitte hör genau zu, denn das ist wichtiger, als ich dachte.", "requested_seconds": 14.88, "actual_seconds": 14.88, "cfg": 2, "generation": null, "ce": 6.340320587158203, "genuineness": 4.432034492492676, "wer": 0.0, "identity": 0.5811502933502197, "voiceclap": -0.193233922123909, "fitness": 0.0, "legacy_fitness": 0.22587003577545622, "target_cdf": null, "target_head": "emo_Astonishment_Surprise", "raw_target": 0.36350467801094055, "bursts": [], "event_matches": [ { "expected": { "before_sentence": 1, "intent": "surprised gasp", "duration_s": 0.3, "prompt_label": "surprised gasp", "family": "breath", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" }, { "expected": { "before_sentence": 1, "intent": "pain scream", "duration_s": 0.5, "prompt_label": "scream", "family": "scream", "detector_supported": true }, "nominal_onset_s": 4.7, "score": 0, "matched": null, "localization_method": "Nominal script timing, not forced-aligned words" } ], "family_hit_all": false, "nominal_hit_all": false, "lexical_proxy": false, "cached_historical": false, "scoring_waveform": "Complete pre-MP3 generated waveform; browser audio is its mono128kbps MP3", "timing_evidence": "Nominal requested windows, not forced-aligned word timestamps", "reward_contract": { "kind": "family-aware-burst", "target_head": "emo_Astonishment_Surprise", "target_normalization": { "mean": 0.2777629792690277, "std": 0.5521981716156006 }, "weights": { "event": 0.35, "arc": 0.2, "content_enjoyment": 0.15, "genuineness": 0.15, "blend": 0.15 }, "normalizers": { "content_enjoyment": "clip(CE / 10, 0, 1)", "genuineness": "clip(genuineness / 6, 0, 1)", "target": "fixed training-distribution Gaussian CDF", "blend": "fixed training-distribution Gaussian CDF" }, "wer_factor": "1 - min(1, raw_WER)", "family_factor": "fraction of requested families detected anywhere", "quality_gates": { "per_take_wer_max": 0.15, "candidate_mean_wer_max": 0.1, "valid_terminated_fraction_min": 0.9, "reference_identity_delta_min": -0.05, "reference_pairs": 50, "all_family_fraction_min": 0.6 }, "scientific_caveat": "Search ranking, not the RL reward; predicted proxies, not human preference. Raw scores and failed takes are retained." }, "steering_v2": 0.4927673042228946, "steering_components": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006, "raw": 0.36350467801094055, "normalized": 0.5616971154738275, "contribution": 0.22467884618953102 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583, "raw": -0.008016645908355713, "normalized": 0.2949218575323227, "contribution": 0.0884765572596968 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226, "raw": 2.71830677986145, "normalized": 0.5987063359122227, "contribution": 0.1796119007736668 } ], "steering_contract": { "version": "ears-steering-v2", "targets": [ { "head": "emo_Astonishment_Surprise", "weight": 0.4, "direction": "high", "mean": 0.2777629792690277, "std": 0.5521981716156006 }, { "head": "emo_Fear", "weight": 0.3, "direction": "high", "mean": 0.3217501640319824, "std": 0.611741304397583 }, { "head": "vn_AROU_reg", "weight": 0.3, "direction": "high", "mean": 2.4366743564605713, "std": 1.126529574394226 } ], "formula": "sum(weight * Phi((raw_EARS_head - frozen_mean) / frozen_std)); low targets use 1 - Phi", "pure_condition": "100% of its named emotion or style head, with no auxiliary reward", "content_enjoyment_weight": 0, "genuineness_weight": 0, "wer_reward_weight": 0, "identity_reward_weight": 0, "normalization": "Fixed training-distribution Gaussian CDF; not an emotion probability; raw head means remain visible", "quality": "Original WER, termination, paired identity and burst-qualification gates remain separate", "scope": "Whole-clip emotion/style evidence; does not prove timed transitions, vocal-burst realization or naturalness", "historical": "CPU re-score of existing frozen raw EARS predictions; original fitness retained. This is not a new generation or an independent validation." }, "steering_missing_raw": false, "requested_events_detector_supported": true, "burst_evaluation_status": null, "audio_url": null, "audio_sha256": null, "archive": "https://huggingface.co/datasets/laion/Humaneness-Voice-Large-Prompting-Audio/tree/main/packed" } ]