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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-GfejeUhU-Co_seg_00041_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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[
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wave1-2-GfejeUhU-Co_seg_00068_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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wave1-2-HEATED DEBATE： Christianity or Secular Humanism, Which Is Best？ Andrew Wilson Vs Craig⧸FTFE-TytzU7Fq09o_seg_00132_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-IELTS Speaking Test- Perfect Band 9-gdzrv2N40II_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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wave1-2-Insider Reveals how the Hedge Fund Industry Really Works： Interview with Joseph Macaione--9IdT-RR50w_seg_00080_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-James Mitchell Deposition 01⧸16⧸17-J-J4FbTtXRY_seg_00099_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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wave1-2-James Mitchell Deposition 01⧸16⧸17-J-J4FbTtXRY_seg_00099_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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[] |
wave1-2-James Mitchell Deposition 01⧸16⧸17-J-J4FbTtXRY_seg_00099_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"
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wave1-2-James Mitchell Deposition 01⧸16⧸17-J-J4FbTtXRY_seg_00099_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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[] |
wave1-2-James Mitchell Deposition 01⧸16⧸17-J-J4FbTtXRY_seg_00099_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",
"Hesitation"
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wave1-2-Jerry O'Connell ＂Jerry Maguire＂-6VJbIO4Ndco_seg_00025_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",
"Uncertainty"
] |
wave1-2-Jerry O'Connell ＂Jerry Maguire＂-6VJbIO4Ndco_seg_00025_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-Jerry O'Connell ＂Jerry Maguire＂-6VJbIO4Ndco_seg_00025_shots_8.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",
"Interest"
] |
wave1-2-Jerry O'Connell ＂Jerry Maguire＂-6VJbIO4Ndco_seg_00052_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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[
"Engagement",
"Hesitation",
"Interest",
"Uncertainty"
] |
wave1-2-Jerry O'Connell ＂Jerry Maguire＂-6VJbIO4Ndco_seg_00052_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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[
"Engagement",
"Interest"
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wave1-2-Jill Whelan ＂Love Boat＂-xXGzO5m-TEE_seg_00081_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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[
"Engagement",
"Interest"
] |
wave1-2-Jill Whelan ＂Love Boat＂-xXGzO5m-TEE_seg_00081_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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[
"Engagement",
"Interest"
] |
wave1-2-Jill Whelan ＂Love Boat＂-xXGzO5m-TEE_seg_00081_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",
"Interest",
"Uncertainty"
] |
wave1-2-Jill Whelan ＂Love Boat＂-xXGzO5m-TEE_seg_00081_shots_10.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-Jimmy Carr ｜ Blocks Podcast w⧸ Neal Brennan-N6H46mcHVUA_seg_00138_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",
"Hesitation"
] |
wave1-2-Jimmy Carr ｜ Blocks Podcast w⧸ Neal Brennan-N6H46mcHVUA_seg_00138_shots_5.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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wave1-2-Lea Thompson ＂Back To The Future＂-yFK0YImfwbE_seg_00058_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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wave1-2-Lea Thompson ＂Back To The Future＂-yFK0YImfwbE_seg_00058_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",
"Uncertainty"
] |
wave1-2-Lea Thompson ＂Back To The Future＂-yFK0YImfwbE_seg_00058_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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[
"Engagement"
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wave1-2-Lea Thompson ＂Back To The Future＂-yFK0YImfwbE_seg_00058_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-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00031_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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wave1-2-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00031_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-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00031_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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[
"Confusion",
"Uncertainty"
] |
wave1-2-Randy Fine Deposition 032924-Vlis5wnHZKg_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. |",
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[] |
wave1-2-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00039_shots_0.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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] |
[
"Disengagement"
] |
wave1-2-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00039_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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[] |
wave1-2-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00039_shots_12.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-Randy Fine Deposition 032924-Vlis5wnHZKg_seg_00072_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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wave1-2-wave1-1-Ancient Faith & Modern Persecution： Orthodox Christianity w⧸Fr Josiah Trenham ｜ E201 Lila Rose Show-YWWYkBz0g2Y_seg_00027_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-wave1-1-Ancient Faith & Modern Persecution： Orthodox Christianity w⧸Fr Josiah Trenham ｜ E201 Lila Rose Show-YWWYkBz0g2Y_seg_00077_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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"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-wave1-1-Ancient Faith & Modern Persecution： Orthodox Christianity w⧸Fr Josiah Trenham ｜ E201 Lila Rose Show-YWWYkBz0g2Y_seg_00077_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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"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",
"Stress"
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wave1-2-wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_004_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",
"Stress"
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wave1-2-wave1-1-Mental Health is Real, Just Like Physical Health ｜ A.J. Brown Player Interview-nFz3Qv28FiA_seg_004_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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[
"Frustration",
"Skepticism"
] |
wave1-2-wave1-1-Watch MyPillow CEO Mike Lindell MELT DOWN in a 2023 Deposition for Eric Coomer Dominion Defamation-bBP34KEN1kQ_seg_003_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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[
"Frustration"
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wave1-2-wave1-1-Watch MyPillow CEO Mike Lindell MELT DOWN in a 2023 Deposition for Eric Coomer Dominion Defamation-bBP34KEN1kQ_seg_003_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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"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-wave1-1-Watch%20MyPillow%20CEO%20Mike%20Lindell%20MELT%20DOWN%20in%20a%202023%20Deposition%20for%20Eric%20Coomer%20Dominion%20Defamation-bBP34KEN1kQ_seg_008_5.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=20251210T122105Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Frustration"
] |
wave1-2-wave1-1-Watch MyPillow CEO Mike Lindell MELT DOWN in a 2023 Deposition for Eric Coomer Dominion Defamation-bBP34KEN1kQ_seg_008_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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[
"https://storage.googleapis.com/ih-ground-truth-wave1/videos/wave1-2-wave1-1-We%20Feel%20Like%20We%20Can%20Beat%20Any%20Team%20%EF%BD%9C%20Kevin%20Byard%20Player%20Interview-Ezi9dE5qWYg_seg_004_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=20251210T122105Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=2d4a75d25c2cd45950bcb09a610dc37a923d4f02d96ea2de7e13ed07344c635c6aff45e6dad128c5303901c795a2f4f4805ab0ca004ee5fae7f355e9b4f3ba4c7d171d691e69020b4ac341e87b828a7d234448c701be7f99588eaaca5f4ff28cb627cace6531d324d68ff720c7b8378f7eb0eb948bd2256ae77e3729708c84ab0b948a6655341b255aecbb038a07854c882d2776f85b0c55fb3c7cd4f88ef713b4f111499bca150204cf631e2883d8854cc4542ddab40924b2092af8efdee1d093319e14c996824778d0c3770441348e4dbad8b798478a7944e5cba40e13005533062fdeb15591fb0c1e76f00513fd2883c6e124599aff16e0ce1e9088ce8598"
] |
[
"Confidence",
"Engagement"
] |
wave1-2-wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_004_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-wave1-1-We%20Feel%20Like%20We%20Can%20Beat%20Any%20Team%20%EF%BD%9C%20Kevin%20Byard%20Player%20Interview-Ezi9dE5qWYg_seg_004_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=20251210T122105Z&X-Goog-Expires=604800&X-Goog-SignedHeaders=host&X-Goog-Signature=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"
] |
[
"Confidence",
"Engagement"
] |
wave1-2-wave1-1-We Feel Like We Can Beat Any Team ｜ Kevin Byard Player Interview-Ezi9dE5qWYg_seg_004_2.mp4
|
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