{ "schema_version": 1, "experiment": "6-6", "timestamp_utc": "2026-07-30T04:17:59.570927+00:00", "provider": "Mistral Voxtral API", "model": "voxtral-small-latest", "provider_attempts": [], "study_design": { "judge_type": "multimodal_llm_not_human_mos", "blinded_configuration_labels": true, "position_balanced": true, "passes": 3, "temperature": 0.0, "dimensions": [ "naturalness", "expressive_fit", "thinking_behavior", "speaker_consistency", "human_customer_service" ] }, "audio_sha256": { "A_no_control_markers": "b477ff767fcf7dc01b62bf8f445f79f2445fa204f8b365b437bcdf2e64b647e5", "B_single_reference": "29148f5b08806b12e0a993366e97b172acaa3f754c171eea700f8e03aced58a6", "C_24_reference_library": "5182f816524ebd92150d7ce01bd4be8e3baee2b51479ce64d6b9363140e33f04" }, "passes": [ { "alias_to_configuration": { "X": "A_no_control_markers", "Y": "B_single_reference", "Z": "C_24_reference_library" }, "response": { "clips": { "X": { "naturalness": { "score": 4, "reason": "The speech flows smoothly with natural intonation and pacing." }, "expressive_fit": { "score": 4, "reason": "The speaker conveys happiness in confirmation and thoughtful consideration in checking the shipping time." }, "thinking_behavior": { "score": 4, "reason": "The pause before checking the shipping time is natural and appropriate." }, "speaker_consistency": { "score": 4, "reason": "The speaker maintains a consistent tone and style throughout the message." }, "human_customer_service": { "score": 4, "reason": "The speech sounds like a genuine human interaction with appropriate emotional cues." } }, "Y": { "naturalness": { "score": 3, "reason": "The speech is somewhat robotic with unnatural pauses and intonation." }, "expressive_fit": { "score": 3, "reason": "The speaker lacks emotional variation, making the message sound flat." }, "thinking_behavior": { "score": 3, "reason": "The pause is unnatural and does not add to the thinking process." }, "speaker_consistency": { "score": 3, "reason": "The speaker's tone and style are inconsistent, switching abruptly." }, "human_customer_service": { "score": 3, "reason": "The speech sounds more like a machine-generated response than a human interaction." } }, "Z": { "naturalness": { "score": 5, "reason": "The speech is very natural with smooth intonation and pacing." }, "expressive_fit": { "score": 5, "reason": "The speaker effectively conveys happiness in confirmation and thoughtful consideration in checking the shipping time." }, "thinking_behavior": { "score": 5, "reason": "The pause before checking the shipping time is natural and adds to the thinking process." }, "speaker_consistency": { "score": 5, "reason": "The speaker maintains a consistent tone and style throughout the message." }, "human_customer_service": { "score": 5, "reason": "The speech sounds like a genuine human interaction with appropriate emotional cues." } } }, "ranking": [ "Z", "X", "Y" ], "ranking_reason": "Clip Z has the most natural and expressive speech, followed by X, while Y has the least natural and expressive speech." } }, { "alias_to_configuration": { "X": "B_single_reference", "Y": "C_24_reference_library", "Z": "A_no_control_markers" }, "response": { "clips": { "X": { "naturalness": { "score": 4, "reason": "The speech is mostly natural, but the tone is slightly robotic." }, "expressive_fit": { "score": 4, "reason": "The speaker conveys happiness and thoughtfulness, but the delivery is a bit monotonous." }, "thinking_behavior": { "score": 3, "reason": "There is a slight pause, but it does not effectively convey thinking." }, "speaker_consistency": { "score": 4, "reason": "The speaker maintains a consistent tone throughout." }, "human_customer_service": { "score": 4, "reason": "The speech is clear and professional, but lacks some human-like nuances." } }, "Y": { "naturalness": { "score": 5, "reason": "The speech is very natural and flows smoothly." }, "expressive_fit": { "score": 5, "reason": "The speaker effectively conveys happiness and thoughtfulness with a natural pause." }, "thinking_behavior": { "score": 5, "reason": "The pause is natural and effectively conveys thinking." }, "speaker_consistency": { "score": 5, "reason": "The speaker maintains a consistent and natural tone throughout." }, "human_customer_service": { "score": 5, "reason": "The speech is clear, professional, and has human-like nuances." } }, "Z": { "naturalness": { "score": 3, "reason": "The speech is somewhat robotic and lacks natural flow." }, "expressive_fit": { "score": 3, "reason": "The speaker conveys happiness and thoughtfulness, but the delivery is monotonous." }, "thinking_behavior": { "score": 2, "reason": "There is no effective pause to convey thinking." }, "speaker_consistency": { "score": 3, "reason": "The speaker maintains a consistent tone, but it is robotic." }, "human_customer_service": { "score": 3, "reason": "The speech is clear but lacks human-like nuances." } } }, "ranking": [ "Y", "X", "Z" ], "ranking_reason": "Clip Y has the most natural flow, effective pauses, and human-like nuances, making it the best. Clip X is slightly robotic but maintains consistency. Clip Z is the least natural and lacks effective pauses." } }, { "alias_to_configuration": { "X": "C_24_reference_library", "Y": "A_no_control_markers", "Z": "B_single_reference" }, "response": { "clips": { "X": { "naturalness": { "score": 4, "reason": "The speech is mostly natural, but the pause before '让我查一下发货时间' is slightly abrupt." }, "expressive_fit": { "score": 4, "reason": "The speaker conveys happiness and thoughtfulness well, but the transition between emotions could be smoother." }, "thinking_behavior": { "score": 3, "reason": "The pause is present but feels a bit forced rather than natural." }, "speaker_consistency": { "score": 4, "reason": "The speaker maintains a consistent tone throughout, but there is a slight variation in pace." }, "human_customer_service": { "score": 4, "reason": "The speech sounds mostly human-like, but the pause is a bit robotic." } }, "Y": { "naturalness": { "score": 5, "reason": "The speech flows naturally with no abrupt pauses or unnatural cadences." }, "expressive_fit": { "score": 5, "reason": "The speaker effectively conveys happiness and thoughtfulness, with a smooth transition between emotions." }, "thinking_behavior": { "score": 5, "reason": "The pause is natural and adds to the authenticity of the thinking process." }, "speaker_consistency": { "score": 5, "reason": "The speaker maintains a consistent tone and pace throughout." }, "human_customer_service": { "score": 5, "reason": "The speech sounds very human-like, with natural pauses and expressions." } }, "Z": { "naturalness": { "score": 3, "reason": "The speech is somewhat robotic, with a lack of natural pauses and variations in tone." }, "expressive_fit": { "score": 3, "reason": "The speaker conveys the emotions, but the delivery is flat and lacks natural expressiveness." }, "thinking_behavior": { "score": 2, "reason": "There is no natural pause or thinking behavior, making the speech sound rushed." }, "speaker_consistency": { "score": 3, "reason": "The speaker maintains a consistent tone, but it is monotonous and lacks variation." }, "human_customer_service": { "score": 3, "reason": "The speech sounds somewhat robotic, with a lack of natural pauses and expressions." } } }, "ranking": [ "Y", "X", "Z" ], "ranking_reason": "Clip Y has the most natural flow, expressive fit, and human-like qualities. Clip X is close but has a slightly abrupt pause. Clip Z is the least natural and expressive." } } ], "aggregate": { "configurations": { "A_no_control_markers": { "dimension_means": { "naturalness": 4.0, "expressive_fit": 4.0, "thinking_behavior": 3.6666666666666665, "speaker_consistency": 4.0, "human_customer_service": 4.0 }, "overall_mean": 3.9333333333333327, "rank_points": 6 }, "B_single_reference": { "dimension_means": { "naturalness": 3.3333333333333335, "expressive_fit": 3.3333333333333335, "thinking_behavior": 2.6666666666666665, "speaker_consistency": 3.3333333333333335, "human_customer_service": 3.3333333333333335 }, "overall_mean": 3.2, "rank_points": 4 }, "C_24_reference_library": { "dimension_means": { "naturalness": 4.666666666666667, "expressive_fit": 4.666666666666667, "thinking_behavior": 4.333333333333333, "speaker_consistency": 4.666666666666667, "human_customer_service": 4.666666666666667 }, "overall_mean": 4.6000000000000005, "rank_points": 8 } }, "aggregate_ranking": [ "C_24_reference_library", "A_no_control_markers", "B_single_reference" ], "expected_manuscript_ranking": [ "C_24_reference_library", "B_single_reference", "A_no_control_markers" ], "manuscript_quality_ordering_reproduced": false, "near_human_customer_service_supported": true, "manuscript_quality_claim_reproduced": false }, "limitations": [ "This is a real multimodal-model listening study, not a human MOS panel.", "Three position-balanced passes reduce order bias but share one judge model." ] }