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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement",
"Interest"
] |
Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00010_shots_3.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence"
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Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00010_shots_5.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Disengagement",
"Skepticism"
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ECB Public Hearing on regulation and guide on options and discretions-7ZscTxWqj4c_seg_00018_shots_0.mp4
|
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{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Confidence",
"Engagement"
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ECB Public Hearing on regulation and guide on options and discretions-7ZscTxWqj4c_seg_00026_shots_2.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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Fix Pre-Interview Anxiety (step by step)-q4NFCFw2rgU_seg_00008_shots_0.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Confidence",
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Fix Pre-Interview Anxiety (step by step)-q4NFCFw2rgU_seg_00008_shots_2.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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] |
Fix Pre-Interview Anxiety (step by step)-q4NFCFw2rgU_seg_00008_shots_3.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
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Fix Pre-Interview Anxiety (step by step)-q4NFCFw2rgU_seg_00008_shots_5.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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How To Control Your Anger： Accepting Your Emotions #shorts-AbREVYbHBiM_seg_00002_shots_5.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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Mayor Eric Adams Holds Public Hearing-KjXWeHg-kG8_seg_00012_shots_3.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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Mayor Eric Adams Holds Public Hearing-KjXWeHg-kG8_seg_00023_shots_1.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/Mayor%20Eric%20Adams%20Holds%20Public%20Hearing-KjXWeHg-kG8_seg_00023_shots_7.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122103Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
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[
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Mayor Eric Adams Holds Public Hearing-KjXWeHg-kG8_seg_00023_shots_7.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence"
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Troubled by Fear？ Just Change Your Channel! - Sadhguru-K7hYf0yIK5w_seg_00004_shots_2.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement"
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Troubled by Fear？ Just Change Your Channel! - Sadhguru-K7hYf0yIK5w_seg_00005_shots_5.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement"
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Troubled by Fear？ Just Change Your Channel! - Sadhguru-K7hYf0yIK5w_seg_00005_shots_6.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/Whitney%20Houston%E2%80%99s%20response%20to%20being%20vocally%20compared%20to%20Mariah%20Carey%20in%201991.-iing0zpaY6E_seg_00002_shots_0.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122103Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
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[
"Hesitation",
"Uncertainty"
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Whitney Houston’s response to being vocally compared to Mariah Carey in 1991.-iing0zpaY6E_seg_00002_shots_0.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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Whitney Houston’s response to being vocally compared to Mariah Carey in 1991.-iing0zpaY6E_seg_00002_shots_4.mp4
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wave1-1-5Y6mKSlHwTE_seg_00036_shots_0.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-5Y6mKSlHwTE_seg_00036_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-5Y6mKSlHwTE_seg_00036_shots_4.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-5w6huC55Qas_seg_00086_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-5w6huC55Qas_seg_00086_shots_6.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-A Conversation With Stephen King (1_38_42)-NLfINvRut4I_seg_013_7.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-Anger problems. Is anger the real problem？-s2MB9JUAbRU_seg_006_1.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-Anger problems. Is anger the real problem？-s2MB9JUAbRU_seg_008_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Disagreement",
"Engagement"
] |
wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00034_shots_1.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
"Frustration"
] |
wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00034_shots_2.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
"Frustration"
] |
wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00034_shots_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Disagreement",
"Engagement",
"Frustration",
"Skepticism"
] |
wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00065_shots_0.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Disagreement",
"Engagement",
"Skepticism"
] |
wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00065_shots_1.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00065_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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wave1-1-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_chopped_seg_00065_shots_5.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement"
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wave1-1-GfejeUhU-Co_seg_00005_shots_0.mp4
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{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence"
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wave1-1-GfejeUhU-Co_seg_00005_shots_6.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Hesitation"
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wave1-1-GfejeUhU-Co_seg_00069_shots_2.mp4
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[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confusion",
"Frustration",
"Hesitation",
"Uncertainty"
] |
wave1-1-GfejeUhU-Co_seg_00069_shots_4.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-1-Have%20to%20Make%20the%20Plays%20When%20They%20Come%20%EF%BD%9C%20Dylan%20Cole%20Player%20Interview-8AWpW2qLgeI_seg_002_4.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122103Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
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[
"Engagement",
"Interest"
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wave1-1-Have to Make the Plays When They Come ｜ Dylan Cole Player Interview-8AWpW2qLgeI_seg_002_4.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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wave1-1-LIVE NURSING INTERVIEW-Aj0nf3rKG_E_seg_003_1.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Agreement",
"Engagement"
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wave1-1-LIVE NURSING INTERVIEW-Aj0nf3rKG_E_seg_003_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Agreement",
"Confidence",
"Engagement"
] |
wave1-1-LIVE NURSING INTERVIEW-Aj0nf3rKG_E_seg_003_5.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-LIVE NURSING INTERVIEW-Aj0nf3rKG_E_seg_014_8.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_006_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Engagement",
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"Stress"
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wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_006_3.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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"Stress"
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wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_006_5.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Engagement",
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"Stress"
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wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_009_1.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Engagement",
"Interest",
"Stress"
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wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_009_2.mp4
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[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-President Reagan's Interview on John Wayne on September 12, 1988-80vhQ1fypOU_seg_003_1.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-1-President%20Reagan%27s%20Interview%20on%20John%20Wayne%20on%20September%2012%2C%201988-80vhQ1fypOU_seg_003_6.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122103Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=5212c66c806b1b83e9f45f958d28726ff396746f7d62894f22ed1f6d0680956e15a232fcf2cabdef6d1631f911720d8d1eb871818f3577cf76f4cf682a79582ca8d82a7c9a61d1db0435ea1a23d40f90460d561dfbb94905326a37a19503fc65a56399f129618850744d316708d9161fe4c448010286aabb3058ca7591363427afecde9bb92c71002cf225167e86665cd92e97cafca4d7df2f9446d57070f50135312e88f8a7fdc556ad58159e45618cee9f8f4e402819fca8450f08d91452900b1cf498e0aec7ee365c091f902ed88dbf4e20cf10e6273561acc9879d7c3a00b68ed1f5ccc032d712e95608300a8f4b3ead118e25f51075d72095b0d79dda3f"
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[
"Engagement",
"Hesitation"
] |
wave1-1-President Reagan's Interview on John Wayne on September 12, 1988-80vhQ1fypOU_seg_003_6.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-1-Watch%20MyPillow%20CEO%20Mike%20Lindell%20MELT%20DOWN%20in%20a%202023%20Deposition%20for%20Eric%20Coomer%20Dominion%20Defamation-bBP34KEN1kQ_seg_006_0.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122103Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
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[
"Frustration"
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wave1-1-Watch MyPillow CEO Mike Lindell MELT DOWN in a 2023 Deposition for Eric Coomer Dominion Defamation-bBP34KEN1kQ_seg_006_0.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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] |
[
"Confidence",
"Engagement",
"Hesitation"
] |
wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_002_2.mp4
|
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{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement"
] |
wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_002_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement"
] |
wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_002_7.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Engagement"
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wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_003_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement"
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wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_003_7.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
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"Confidence",
"Engagement"
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wave1-1-yFc0pWBmeeI_seg_00005_shots_1.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
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wave1-1-yFc0pWBmeeI_seg_00005_shots_5.mp4
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{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-1-yFc0pWBmeeI_seg_00029_shots_3.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
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wave1-2-038__DssSv0_seg_00023_shots_0.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
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wave1-2-038__DssSv0_seg_00023_shots_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement",
"Hesitation",
"Interest"
] |
wave1-2-038__DssSv0_seg_00028_shots_2.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Uncertainty"
] |
wave1-2-2010 Louis C.K. Paley Center Full Interview-uycAOmgEpwE_seg_00077_shots_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-2010%20Louis%20C.K.%20Paley%20Center%20Full%20Interview-uycAOmgEpwE_seg_00086_shots_1.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122103Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Frustration"
] |
wave1-2-2010 Louis C.K. Paley Center Full Interview-uycAOmgEpwE_seg_00086_shots_1.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Frustration"
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wave1-2-2010 Louis C.K. Paley Center Full Interview-uycAOmgEpwE_seg_00086_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-2010 Louis C.K. Paley Center Full Interview-uycAOmgEpwE_seg_00086_shots_5.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-2010 Louis C.K. Paley Center Full Interview-uycAOmgEpwE_seg_00086_shots_6.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-5Y6mKSlHwTE_seg_00083_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-5w6huC55Qas_seg_00012_shots_1.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-5w6huC55Qas_seg_00012_shots_3.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement"
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wave1-2-5w6huC55Qas_seg_00013_shots_1.mp4
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[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement"
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wave1-2-5w6huC55Qas_seg_00013_shots_7.mp4
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[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement"
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wave1-2-5w6huC55Qas_seg_00013_shots_10.mp4
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[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Hesitation"
] |
wave1-2-A Conversation With Stephen King (1_38_42)-NLfINvRut4I_seg_032_0.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
"Hesitation"
] |
wave1-2-A Conversation With Stephen King (1_38_42)-NLfINvRut4I_seg_032_2.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-A Conversation With Stephen King (1_38_42)-NLfINvRut4I_seg_032_3.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
"Hesitation",
"Uncertainty"
] |
wave1-2-Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00001_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
"Interest"
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wave1-2-Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00001_shots_5.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement"
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wave1-2-Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00001_shots_7.mp4
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{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement"
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wave1-2-Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00004_shots_6.mp4
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[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00007_shots_2.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"Engagement"
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wave1-2-Adam Rosser Interviews Duncan Jones--0f9fpwGsyg_seg_00007_shots_5.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Alain%20de%20Botton%20%EF%BD%9C%20Blocks%20Podcast%20w%E2%A7%B8%20Neal%20Brennan-O5HqRsAsmgg_seg_00021_shots_1.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
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[
"Hesitation",
"Uncertainty"
] |
wave1-2-Alain de Botton ｜ Blocks Podcast w⧸ Neal Brennan-O5HqRsAsmgg_seg_00021_shots_1.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Confidence",
"Engagement",
"Interest"
] |
wave1-2-Alain de Botton ｜ Blocks Podcast w⧸ Neal Brennan-O5HqRsAsmgg_seg_00035_shots_5.mp4
|
[
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement",
"Interest"
] |
wave1-2-Alain de Botton ｜ Blocks Podcast w⧸ Neal Brennan-O5HqRsAsmgg_seg_00035_shots_7.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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[
"Engagement"
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wave1-2-BUGGY TEAMED UP WITH MIHAWK？!! (one piece reaction)-AuhJV3otgOQ_seg_016_1.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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wave1-2-Barry Livingston ＂My Three Sons＂ From Nerdy Kid to TV Legend in 60 Years-F2_O32C92DE_seg_00026_shots_4.mp4
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Barry%20Livingston%20%EF%BC%82My%20Three%20Sons%EF%BC%82%20From%20Nerdy%20Kid%20to%20TV%20Legend%20in%2060%20Years-F2_O32C92DE_seg_00026_shots_6.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Uncertainty"
] |
wave1-2-Barry Livingston ＂My Three Sons＂ From Nerdy Kid to TV Legend in 60 Years-F2_O32C92DE_seg_00026_shots_6.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Barry%20Livingston%20%EF%BC%82My%20Three%20Sons%EF%BC%82%20From%20Nerdy%20Kid%20to%20TV%20Legend%20in%2060%20Years-F2_O32C92DE_seg_00058_shots_1.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Engagement",
"Uncertainty"
] |
wave1-2-Barry Livingston ＂My Three Sons＂ From Nerdy Kid to TV Legend in 60 Years-F2_O32C92DE_seg_00058_shots_1.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Bruce%20Jessen%20Deposition%2001%E2%A7%B820%E2%A7%B817-LyzaVyfqbVo_seg_00008_shots_6.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Disengagement"
] |
wave1-2-Bruce Jessen Deposition 01⧸20⧸17-LyzaVyfqbVo_seg_00008_shots_6.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Bruce%20Jessen%20Deposition%2001%E2%A7%B820%E2%A7%B817-LyzaVyfqbVo_seg_00009_shots_3.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Confusion",
"Disengagement",
"Uncertainty"
] |
wave1-2-Bruce Jessen Deposition 01⧸20⧸17-LyzaVyfqbVo_seg_00009_shots_3.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Bruce%20Jessen%20Deposition%2001%E2%A7%B820%E2%A7%B817-LyzaVyfqbVo_seg_00009_shots_6.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Disengagement"
] |
wave1-2-Bruce Jessen Deposition 01⧸20⧸17-LyzaVyfqbVo_seg_00009_shots_6.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-Bruce%20Jessen%20Deposition%2001%E2%A7%B820%E2%A7%B817-LyzaVyfqbVo_seg_00012_shots_2.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
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[
"Disengagement"
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wave1-2-Bruce Jessen Deposition 01⧸20⧸17-LyzaVyfqbVo_seg_00012_shots_2.mp4
|
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"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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] |
[
"Confidence",
"Frustration"
] |
wave1-2-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_seg_009_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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] |
[
"Disagreement",
"Skepticism"
] |
wave1-2-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_seg_014_3.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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] |
[
"Skepticism",
"Uncertainty"
] |
wave1-2-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_seg_036_2.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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] |
[
"Confidence",
"Engagement"
] |
wave1-2-Dave Smith and Alex Nowrasteh debate immigration-6xWiSBnwIQM_seg_049_0.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
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"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-ECB%20Public%20Hearing%20on%20regulation%20and%20guide%20on%20options%20and%20discretions-7ZscTxWqj4c_seg_00031_shots_4.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Hesitation",
"Uncertainty"
] |
wave1-2-ECB Public Hearing on regulation and guide on options and discretions-7ZscTxWqj4c_seg_00031_shots_4.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
"role": "system"
},
{
"content": "<video>",
"role": "user"
},
{
"content": "",
"role": "assistant"
}
] |
[
"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-ECB%20Public%20Hearing%20on%20regulation%20and%20guide%20on%20options%20and%20discretions-7ZscTxWqj4c_seg_00031_shots_7.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Confusion",
"Uncertainty"
] |
wave1-2-ECB Public Hearing on regulation and guide on options and discretions-7ZscTxWqj4c_seg_00031_shots_7.mp4
|
[
{
"content": "You are an expert behavioral analyst specializing in the real-time detection, classification, and annotation of social and affective signals from multimodal data streams (video, audio, and text transcripts if available).\n\n## CORE MANDATE\n* This is a multi-label, multi-class classification problem, your task is to detect the presence of the below listed social signals in the video material.\n* Analyze the provided video (incl. audio signal and video frames) and identify any occurrences of the following 12 social signals.\n* You must use the definitions and key behavioral manifestations provided below as your absolute criteria.\n* Only detect a social signal if there is good to high confidence.\n* It is allowed to detect multiple signals, or None.\n* Only return the detectec signals\n\n## SOCIAL SIGNAL DEFINITIONS\n| Signal Name | Key Behavioral Manifestations |\n| ----- | ----- |\n| **Agreement** | Nods timed to speaker phrasing, immediate verbal affirmations (\"yes,\" \"yeah\"), affiliative smiles, posture/gesture mirroring, brief mutual gaze synchrony. |\n| **Disagreement** | Open opposition (challenge-format turns, rejections), interruptions, rejection displays (head shake/roll, eye roll), orienting-away/blocking actions (arm folding), stance-prefacing vocal cues (sighs, throat-clearing). |\n| **Engagement** | Sustained orientation (on-target gaze, upright/forward-leaning posture), timely nods, short verbal backchannels (\"mm-hm\"), body facing interaction, minimal off-task activity. |\n| **Disengagement** | Orienting-away (gaze aversion, head tilt), low-arousal signals (fidgeting, yawning, audible sighs), low-energy speech, minimal affiliation, very brief answers. |\n| **Confusion** | Puzzled facial display (furrowed brow, tightened lids), increased blinking, brief gaze away from materials, silence beyond expected window, clarification questions targeting terms or steps. |\n| **Hesitation** | Longer-than-usual gap before speaking, filled pauses (\"uh/um\"), restarts/self-repair, delayed/mitigated responses, final-syllable lengthening, creaky voice, brief gaze aversion. |\n| **Uncertainty** | Low commitment (hedged answers, \"I think,\" \"I guess\"), long response gaps, rising final contour, visual cues (small shoulder shrug, palm-up hands, mouth-shrug lip stretch). |\n| **Skepticism** | Questioning/doubting stance, delayed/mitigated responses (\"well... I'm not sure\"), prosodic tension (higher pitch), visible rejections (head shakes, furrowed brows), frequent follow-up probes. |\n| **Confidence** | Upright open posture, sustained eye contact, audible speech with few disfluencies, wording avoiding hedges, neutral/serious facial set. |\n| **Frustration** | Tension cues (firm lip press, upper-lip raiser, chin raiser, self-touch), vocal signs (higher pitch, louder intensity, sighs), linguistic markers (complaints, repeated negation). |\n| **Interest** | Sustained attentional engagement (forward-leaning posture, head tilts), widened/tightened eyes, parted lips or raised chin, faster speech or greater vocal range, backchannels that invite continuation. |\n| **Stress** | Heightened arousal/self-regulatory strain (self-touch, repetitive fidgeting, rapid blinking, sweating), vocal signs (higher pitch, instability), faster/shorter responses, filled pauses, simplified language. |",
"role": "system"
},
{
"content": "<video>",
"role": "user"
},
{
"content": "",
"role": "assistant"
}
] |
[
"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-ECB%20Public%20Hearing%20on%20regulation%20and%20guide%20on%20options%20and%20discretions-7ZscTxWqj4c_seg_00074_shots_0.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=vlm-training%40interhuman-ai-prod.iam.gserviceaccount.com%2F20251210%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251210T122104Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Hesitation"
] |
wave1-2-ECB Public Hearing on regulation and guide on options and discretions-7ZscTxWqj4c_seg_00074_shots_0.mp4
|
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