Spaces:
Sleeping
Sleeping
| MEDIUM_TASK = { | |
| "task_id": "task_medium", | |
| "difficulty": "medium", | |
| "description": ( | |
| "Classify clips with mixed quality indicators. Weigh competing features and explain trade-off reasoning." | |
| ), | |
| "data_corpus": [ | |
| { | |
| "clip_id": "clip_0006", | |
| "duration_s": 9.96, | |
| "fps": 25, | |
| "resolution": "1280x704", | |
| "face_area_ratio": 0.28, | |
| "face_confidence": 0.6392, | |
| "head_pose_yaw_deg": 10.75, | |
| "head_pose_pitch_deg": 4.465, | |
| "motion_score": 0.0354, | |
| "bg_complexity": "busy_room", | |
| "bg_complexity_score": 0.1005, | |
| "mouth_open_ratio": 0.293, | |
| "blink_rate_hz": 0.25, | |
| "audio_snr_db": 57.205, | |
| "transcript_word_count": 22, | |
| "transcript_confidence": 0.4406, | |
| "lighting_uniformity": 0.6382, | |
| "occlusion_present": False, | |
| "environment_tag": "home_office", | |
| "framing": "offgaze", | |
| "expected_label": "REJECT", | |
| "sharpness_score": 0.0226, | |
| "temporal_flicker": 0.0129, | |
| "bg_entropy": 0.8525, | |
| "eye_contact_ratio": 0.0, | |
| "speech_rate_wpm": 132.53, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0007", | |
| "duration_s": 10.031, | |
| "fps": 25, | |
| "resolution": "1280x704", | |
| "face_area_ratio": 0.28, | |
| "face_confidence": 0.6411, | |
| "head_pose_yaw_deg": 8.385, | |
| "head_pose_pitch_deg": 5.725, | |
| "motion_score": 0.023, | |
| "bg_complexity": "busy_room", | |
| "bg_complexity_score": 0.1048, | |
| "mouth_open_ratio": 0.62, | |
| "blink_rate_hz": 0.25, | |
| "audio_snr_db": 16.848, | |
| "transcript_word_count": 34, | |
| "transcript_confidence": 0.4632, | |
| "lighting_uniformity": 0.6365, | |
| "occlusion_present": False, | |
| "environment_tag": "home_office", | |
| "framing": "offgaze", | |
| "expected_label": "REJECT", | |
| "sharpness_score": 0.0308, | |
| "temporal_flicker": 0.0099, | |
| "bg_entropy": 0.8167, | |
| "eye_contact_ratio": 0.0, | |
| "speech_rate_wpm": 203.37, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0008", | |
| "duration_s": 16.04, | |
| "fps": 25, | |
| "resolution": "1280x704", | |
| "face_area_ratio": 0.28, | |
| "face_confidence": 0.6593, | |
| "head_pose_yaw_deg": 7.048, | |
| "head_pose_pitch_deg": 6.811, | |
| "motion_score": 0.0135, | |
| "bg_complexity": "simple_room", | |
| "bg_complexity_score": 0.0925, | |
| "mouth_open_ratio": 0.18, | |
| "blink_rate_hz": 0.25, | |
| "audio_snr_db": 17.52, | |
| "transcript_word_count": 47, | |
| "transcript_confidence": 0.4605, | |
| "lighting_uniformity": 0.662, | |
| "occlusion_present": False, | |
| "environment_tag": "home_office", | |
| "framing": "offgaze", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.0186, | |
| "temporal_flicker": 0.0065, | |
| "bg_entropy": 0.8717, | |
| "eye_contact_ratio": 0.0, | |
| "speech_rate_wpm": 175.81, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0009", | |
| "duration_s": 14.76, | |
| "fps": 25, | |
| "resolution": "1280x704", | |
| "face_area_ratio": 0.28, | |
| "face_confidence": 0.5823, | |
| "head_pose_yaw_deg": 8.863, | |
| "head_pose_pitch_deg": 5.416, | |
| "motion_score": 0.0236, | |
| "bg_complexity": "busy_room", | |
| "bg_complexity_score": 0.1139, | |
| "mouth_open_ratio": 0.3477, | |
| "blink_rate_hz": 0.25, | |
| "audio_snr_db": 21.738, | |
| "transcript_word_count": 39, | |
| "transcript_confidence": 0.4458, | |
| "lighting_uniformity": 0.5904, | |
| "occlusion_present": False, | |
| "environment_tag": "webcam_room", | |
| "framing": "offgaze", | |
| "expected_label": "BORDERLINE", | |
| "sharpness_score": 0.0236, | |
| "temporal_flicker": 0.0167, | |
| "bg_entropy": 0.94, | |
| "eye_contact_ratio": 0.0, | |
| "speech_rate_wpm": 158.54, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0010", | |
| "duration_s": 14.76, | |
| "fps": 25, | |
| "resolution": "1280x704", | |
| "face_area_ratio": 0.28, | |
| "face_confidence": 0.778, | |
| "head_pose_yaw_deg": 5.803, | |
| "head_pose_pitch_deg": 8.271, | |
| "motion_score": 0.0143, | |
| "bg_complexity": "solid_dark", | |
| "bg_complexity_score": 0.0618, | |
| "mouth_open_ratio": 0.18, | |
| "blink_rate_hz": 0.25, | |
| "audio_snr_db": 19.274, | |
| "transcript_word_count": 40, | |
| "transcript_confidence": 0.4405, | |
| "lighting_uniformity": 0.7779, | |
| "occlusion_present": True, | |
| "environment_tag": "podcast_studio", | |
| "framing": "front", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.0082, | |
| "temporal_flicker": 0.0092, | |
| "bg_entropy": 0.7296, | |
| "eye_contact_ratio": 0.0, | |
| "speech_rate_wpm": 162.6, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0024", | |
| "duration_s": 6.2, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.24, | |
| "face_confidence": 0.78, | |
| "head_pose_yaw_deg": 14.4, | |
| "head_pose_pitch_deg": 9.3, | |
| "motion_score": 0.29, | |
| "bg_complexity": "simple_room", | |
| "bg_complexity_score": 0.18, | |
| "mouth_open_ratio": 0.23, | |
| "blink_rate_hz": 0.3, | |
| "audio_snr_db": 18.5, | |
| "transcript_word_count": 20, | |
| "transcript_confidence": 0.75, | |
| "lighting_uniformity": 0.62, | |
| "occlusion_present": False, | |
| "environment_tag": "office", | |
| "framing": "left", | |
| "expected_label": "BORDERLINE", | |
| "sharpness_score": 0.7, | |
| "temporal_flicker": 0.1, | |
| "bg_entropy": 0.23, | |
| "eye_contact_ratio": 0.58, | |
| "speech_rate_wpm": 118.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0025", | |
| "duration_s": 10.6, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.23, | |
| "face_confidence": 0.77, | |
| "head_pose_yaw_deg": 16.1, | |
| "head_pose_pitch_deg": 9.8, | |
| "motion_score": 0.31, | |
| "bg_complexity": "simple_room", | |
| "bg_complexity_score": 0.19, | |
| "mouth_open_ratio": 0.24, | |
| "blink_rate_hz": 0.31, | |
| "audio_snr_db": 17.4, | |
| "transcript_word_count": 23, | |
| "transcript_confidence": 0.73, | |
| "lighting_uniformity": 0.59, | |
| "occlusion_present": False, | |
| "environment_tag": "podcast_corner", | |
| "framing": "front", | |
| "expected_label": "BORDERLINE", | |
| "sharpness_score": 0.67, | |
| "temporal_flicker": 0.12, | |
| "bg_entropy": 0.25, | |
| "eye_contact_ratio": 0.53, | |
| "speech_rate_wpm": 124.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0026", | |
| "duration_s": 7.4, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.27, | |
| "face_confidence": 0.82, | |
| "head_pose_yaw_deg": 11.2, | |
| "head_pose_pitch_deg": 7.7, | |
| "motion_score": 0.24, | |
| "bg_complexity": "office", | |
| "bg_complexity_score": 0.14, | |
| "mouth_open_ratio": 0.29, | |
| "blink_rate_hz": 0.26, | |
| "audio_snr_db": 20.1, | |
| "transcript_word_count": 22, | |
| "transcript_confidence": 0.81, | |
| "lighting_uniformity": 0.66, | |
| "occlusion_present": False, | |
| "environment_tag": "workstation", | |
| "framing": "front", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.76, | |
| "temporal_flicker": 0.07, | |
| "bg_entropy": 0.18, | |
| "eye_contact_ratio": 0.66, | |
| "speech_rate_wpm": 131.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0027", | |
| "duration_s": 4.3, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.21, | |
| "face_confidence": 0.69, | |
| "head_pose_yaw_deg": 19.1, | |
| "head_pose_pitch_deg": 10.6, | |
| "motion_score": 0.39, | |
| "bg_complexity": "busy_room", | |
| "bg_complexity_score": 0.23, | |
| "mouth_open_ratio": 0.21, | |
| "blink_rate_hz": 0.34, | |
| "audio_snr_db": 15.0, | |
| "transcript_word_count": 13, | |
| "transcript_confidence": 0.69, | |
| "lighting_uniformity": 0.54, | |
| "occlusion_present": False, | |
| "environment_tag": "classroom", | |
| "framing": "offgaze", | |
| "expected_label": "BORDERLINE", | |
| "sharpness_score": 0.59, | |
| "temporal_flicker": 0.15, | |
| "bg_entropy": 0.31, | |
| "eye_contact_ratio": 0.4, | |
| "speech_rate_wpm": 98.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0028", | |
| "duration_s": 8.7, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.36, | |
| "face_confidence": 0.91, | |
| "head_pose_yaw_deg": 8.1, | |
| "head_pose_pitch_deg": 5.4, | |
| "motion_score": 0.14, | |
| "bg_complexity": "solid_dark", | |
| "bg_complexity_score": 0.08, | |
| "mouth_open_ratio": 0.34, | |
| "blink_rate_hz": 0.24, | |
| "audio_snr_db": 23.9, | |
| "transcript_word_count": 29, | |
| "transcript_confidence": 0.88, | |
| "lighting_uniformity": 0.81, | |
| "occlusion_present": False, | |
| "environment_tag": "studio", | |
| "framing": "front", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.87, | |
| "temporal_flicker": 0.04, | |
| "bg_entropy": 0.1, | |
| "eye_contact_ratio": 0.82, | |
| "speech_rate_wpm": 139.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0029", | |
| "duration_s": 5.1, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.19, | |
| "face_confidence": 0.62, | |
| "head_pose_yaw_deg": 22.5, | |
| "head_pose_pitch_deg": 11.7, | |
| "motion_score": 0.46, | |
| "bg_complexity": "busy_indoor", | |
| "bg_complexity_score": 0.39, | |
| "mouth_open_ratio": 0.18, | |
| "blink_rate_hz": 0.37, | |
| "audio_snr_db": 12.8, | |
| "transcript_word_count": 11, | |
| "transcript_confidence": 0.58, | |
| "lighting_uniformity": 0.41, | |
| "occlusion_present": False, | |
| "environment_tag": "cafe", | |
| "framing": "offgaze", | |
| "expected_label": "REJECT", | |
| "sharpness_score": 0.5, | |
| "temporal_flicker": 0.19, | |
| "bg_entropy": 0.44, | |
| "eye_contact_ratio": 0.28, | |
| "speech_rate_wpm": 87.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0030", | |
| "duration_s": 7.8, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.28, | |
| "face_confidence": 0.83, | |
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| "head_pose_pitch_deg": 8.1, | |
| "motion_score": 0.22, | |
| "bg_complexity": "simple_room", | |
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| "mouth_open_ratio": 0.31, | |
| "blink_rate_hz": 0.25, | |
| "audio_snr_db": 21.7, | |
| "transcript_word_count": 25, | |
| "transcript_confidence": 0.83, | |
| "lighting_uniformity": 0.71, | |
| "occlusion_present": False, | |
| "environment_tag": "meeting_room", | |
| "framing": "front", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.78, | |
| "temporal_flicker": 0.06, | |
| "bg_entropy": 0.17, | |
| "eye_contact_ratio": 0.71, | |
| "speech_rate_wpm": 134.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0031", | |
| "duration_s": 3.6, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.17, | |
| "face_confidence": 0.59, | |
| "head_pose_yaw_deg": 26.3, | |
| "head_pose_pitch_deg": 13.5, | |
| "motion_score": 0.52, | |
| "bg_complexity": "outdoor", | |
| "bg_complexity_score": 0.48, | |
| "mouth_open_ratio": 0.14, | |
| "blink_rate_hz": 0.4, | |
| "audio_snr_db": 10.2, | |
| "transcript_word_count": 7, | |
| "transcript_confidence": 0.42, | |
| "lighting_uniformity": 0.35, | |
| "occlusion_present": False, | |
| "environment_tag": "street", | |
| "framing": "offgaze", | |
| "expected_label": "REJECT", | |
| "sharpness_score": 0.39, | |
| "temporal_flicker": 0.25, | |
| "bg_entropy": 0.58, | |
| "eye_contact_ratio": 0.15, | |
| "speech_rate_wpm": 72.0, | |
| "difficulty": "medium", | |
| }, | |
| { | |
| "clip_id": "clip_0052", | |
| "duration_s": 9.4, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.35, | |
| "face_confidence": 0.85, | |
| "head_pose_yaw_deg": 10.0, | |
| "head_pose_pitch_deg": 4.2, | |
| "motion_score": 0.22, | |
| "bg_complexity": "office", | |
| "bg_complexity_score": 0.1, | |
| "mouth_open_ratio": 0.28, | |
| "blink_rate_hz": 0.42, | |
| "audio_snr_db": 21.5, | |
| "transcript_word_count": 27, | |
| "transcript_confidence": 0.82, | |
| "lighting_uniformity": 0.75, | |
| "occlusion_present": False, | |
| "environment_tag": "studio_small", | |
| "framing": "offgaze", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.9, | |
| "temporal_flicker": 0.03, | |
| "bg_entropy": 0.14, | |
| "eye_contact_ratio": 0.8, | |
| "speech_rate_wpm": 82.0, | |
| }, | |
| { | |
| "clip_id": "clip_0053", | |
| "duration_s": 13.0, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.35, | |
| "face_confidence": 0.82, | |
| "head_pose_yaw_deg": 10.0, | |
| "head_pose_pitch_deg": 13.8, | |
| "motion_score": 0.24, | |
| "bg_complexity": "simple_room", | |
| "bg_complexity_score": 0.1, | |
| "mouth_open_ratio": 0.35, | |
| "blink_rate_hz": 0.21, | |
| "audio_snr_db": 20.8, | |
| "transcript_word_count": 38, | |
| "transcript_confidence": 0.92, | |
| "lighting_uniformity": 0.68, | |
| "occlusion_present": False, | |
| "environment_tag": "conference_hall", | |
| "framing": "front", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.9, | |
| "temporal_flicker": 0.03, | |
| "bg_entropy": 0.13, | |
| "eye_contact_ratio": 0.8, | |
| "speech_rate_wpm": 153.0, | |
| }, | |
| { | |
| "clip_id": "clip_0054", | |
| "duration_s": 11.8, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.35, | |
| "face_confidence": 0.87, | |
| "head_pose_yaw_deg": 10.0, | |
| "head_pose_pitch_deg": 7.4, | |
| "motion_score": 0.18, | |
| "bg_complexity": "simple_room", | |
| "bg_complexity_score": 0.1, | |
| "mouth_open_ratio": 0.41, | |
| "blink_rate_hz": 0.27, | |
| "audio_snr_db": 22.1, | |
| "transcript_word_count": 41, | |
| "transcript_confidence": 0.85, | |
| "lighting_uniformity": 0.72, | |
| "occlusion_present": False, | |
| "environment_tag": "classroom_empty", | |
| "framing": "right", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.9, | |
| "temporal_flicker": 0.03, | |
| "bg_entropy": 0.07, | |
| "eye_contact_ratio": 0.8, | |
| "speech_rate_wpm": 75.0, | |
| }, | |
| { | |
| "clip_id": "clip_0055", | |
| "duration_s": 10.5, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.35, | |
| "face_confidence": 0.84, | |
| "head_pose_yaw_deg": 10.0, | |
| "head_pose_pitch_deg": 3.1, | |
| "motion_score": 0.2, | |
| "bg_complexity": "office", | |
| "bg_complexity_score": 0.1, | |
| "mouth_open_ratio": 0.42, | |
| "blink_rate_hz": 0.19, | |
| "audio_snr_db": 21.2, | |
| "transcript_word_count": 12, | |
| "transcript_confidence": 0.92, | |
| "lighting_uniformity": 0.7, | |
| "occlusion_present": False, | |
| "environment_tag": "study_room", | |
| "framing": "offgaze", | |
| "expected_label": "KEEP", | |
| "sharpness_score": 0.9, | |
| "temporal_flicker": 0.07, | |
| "bg_entropy": 0.07, | |
| "eye_contact_ratio": 0.8, | |
| "speech_rate_wpm": 104.0, | |
| }, | |
| { | |
| "clip_id": "clip_0056", | |
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| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.22, | |
| "face_confidence": 0.75, | |
| "head_pose_yaw_deg": 25.0, | |
| "head_pose_pitch_deg": 4.5, | |
| "motion_score": 0.38, | |
| "bg_complexity": "busy_room", | |
| "bg_complexity_score": 0.35, | |
| "mouth_open_ratio": 0.52, | |
| "blink_rate_hz": 0.32, | |
| "audio_snr_db": 15.5, | |
| "transcript_word_count": 38, | |
| "transcript_confidence": 0.64, | |
| "lighting_uniformity": 0.54, | |
| "occlusion_present": False, | |
| "environment_tag": "street_market", | |
| "framing": "offgaze", | |
| "expected_label": "BORDERLINE", | |
| "sharpness_score": 0.5, | |
| "temporal_flicker": 0.13, | |
| "bg_entropy": 0.28, | |
| "eye_contact_ratio": 0.4, | |
| "speech_rate_wpm": 85.0, | |
| }, | |
| { | |
| "clip_id": "clip_0057", | |
| "duration_s": 7.9, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
| "face_area_ratio": 0.22, | |
| "face_confidence": 0.68, | |
| "head_pose_yaw_deg": 25.0, | |
| "head_pose_pitch_deg": 7.5, | |
| "motion_score": 0.42, | |
| "bg_complexity": "simple_room", | |
| "bg_complexity_score": 0.35, | |
| "mouth_open_ratio": 0.49, | |
| "blink_rate_hz": 0.19, | |
| "audio_snr_db": 14.2, | |
| "transcript_word_count": 14, | |
| "transcript_confidence": 0.59, | |
| "lighting_uniformity": 0.61, | |
| "occlusion_present": False, | |
| "environment_tag": "train_station", | |
| "framing": "front", | |
| "expected_label": "BORDERLINE", | |
| "sharpness_score": 0.5, | |
| "temporal_flicker": 0.15, | |
| "bg_entropy": 0.37, | |
| "eye_contact_ratio": 0.4, | |
| "speech_rate_wpm": 87.0, | |
| }, | |
| { | |
| "clip_id": "clip_0058", | |
| "duration_s": 9.9, | |
| "fps": 25, | |
| "resolution": "1280x720", | |
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