sample_id stringlengths 59 120 | error_type stringclasses 2
values | error_family stringclasses 2
values | correct_step stringlengths 6 170 | error_step stringlengths 11 172 | expected_correction stringlengths 29 144 | failure_mechanism stringlengths 48 216 | consequence_category stringclasses 66
values | dataset stringclasses 17
values | take_name stringlengths 8 48 | scenario stringclasses 65
values | view stringclasses 3
values | is_gui bool 1
class | duration_s float64 2.46 10 | dimension_scores dict | geometry dict | reason_code stringclasses 2
values | source_video stringlengths 44 146 | temporal dict | files dict | audit dict | pair dict | category stringclasses 1
value | provenance dict | _source_files dict | human_verification dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E01_wrong_execution_c9dc285f | wrong_execution | execution_deviation | Wash hands | Rinse hands under the tap without using any soap. | Use some soap, just water won't clean your hands properly! | Contaminates the raw salad ingredients with unwashed hands, creating a health hazard. | wrong_state | EgoExo4D | ee4d_georgiatech_cooking_02_01_6 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_02_01_6/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 485.313,
"want_s": 3.721,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E01_wrong_execution_c9dc285f/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E01_wrong_execution_c9dc285f/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E01_wrong_execution_c9dc285f",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "洗手时未使用肥皂，仅用清水冲洗。",
"difference_from_correct": "正确步骤应使用肥皂，而视频中仅用清水冲洗。",
"physics_check": "通过",
"reas... | {
"source_duration_s": 951.63,
"crop_start_s": 425.313,
"crop_end_s": 545.313,
"duration_s": 120,
"source_replacement_start_s": 485.313,
"source_replacement_end_s": 489.034,
"error_start_s": 60,
"error_end_s": 63.721,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E01_wrong_execution_c9dc285f/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:06.925649+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E04_wrong_execution_b93b66f3 | wrong_execution | execution_deviation | Add cilantro | Add whole, unchopped sprigs of cilantro to the salad. | Wait, you need to chop the cilantro first so you don't get big tough stems in your salad! | The tough stems and concentrated bursts of flavor make the salad unpleasant to eat, ruining the intended texture and flavor balance. | wrong_state | EgoExo4D | ee4d_georgiatech_cooking_02_01_6 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 9.125 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_02_01_6/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 841.268,
"want_s": 11.817,
"aligned_source_interval": [
0,
11.817
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E04_wrong_execution_b93b66f3/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E04_wrong_execution_b93b66f3/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E04_wrong_execution_b93b66f3",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 4,
"error_end_s": 8,
"visible_error": "直接将整棵未切碎的香菜放入沙拉碗中。",
"difference_from_correct": "正确操作应先切碎香菜再加入，而错误视频直接放入了整根香菜。",
"physics_check": "通过... | {
"source_duration_s": 951.63,
"crop_start_s": 781.268,
"crop_end_s": 901.268,
"duration_s": 120,
"source_replacement_start_s": 841.268,
"source_replacement_end_s": 853.085,
"error_start_s": 60,
"error_end_s": 71.817,
"help_point_s": 64,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_01_6_E04_wrong_execution_b93b66f3/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:09.016954+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_02_4_E01_wrong_execution_99b44cc9 | wrong_execution | execution_deviation | Get a bowl | Get a plate. | Grab a bowl instead, the broth will spill right off that plate. | When the noodles and broth are transferred, the liquid will immediately spill over the flat edges of the plate, creating a mess and ruining the dish. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_02_02_4 | Complete the Cooking Noodles correctly | ego | false | 4.708 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_02_02_4/frame_aligned_videos/downscaled/448/aria03_214-1.mp4 | {
"step_index": 995.713,
"want_s": 8.432,
"aligned_source_interval": [
0.6324000000000001,
3.5836
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_02_4_E01_wrong_execution_99b44cc9/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_02_4_E01_wrong_execution_99b44cc9/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_02_4_E01_wrong_execution_99b44cc9",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "拿取了平盘而非碗，不适合盛放带汤的面条。",
"difference_from_correct": "正确视频拿取蓝色碗，错误视频拿取白色平盘。",
"physics_check": "通过",
... | {
"source_duration_s": 1048.9,
"crop_start_s": 928.9,
"crop_end_s": 1048.9,
"duration_s": 120,
"source_replacement_start_s": 995.713,
"source_replacement_end_s": 1004.145,
"error_start_s": 66.813,
"error_end_s": 75.245,
"help_point_s": 66.813,
"duration_status": "within_target",
"continuity_policy... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_02_02_4_E01_wrong_execution_99b44cc9/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:11.734486+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_substitution_64dd62a1 | substitution | object_or_predicate_swap | Get soy sauce | Pick up the bottle of vinegar. | Wait, that's the vinegar, you need the soy sauce! | Adding the wrong condiment will ruin the intended flavor profile of the noodles. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_04_02_4 | Complete the Cooking Noodles correctly | ego | false | 6.042 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_04_02_4/frame_aligned_videos/downscaled/448/aria06_214-1.mp4 | {
"step_index": 446.21,
"want_s": 3.802,
"aligned_source_interval": [
0,
3.802
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_substitution_64dd62a1/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_substitution_64dd62a1/error_context.mp4",
... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_substitution_64dd62a1",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "视频2中，操作者没有拿酱油，而是拿起了绿盖的白醋瓶。",
"difference_from_correct": "在视频1中，操作者正确地拿起了黑色的酱油瓶；而在视频2中，操作者拿起了白醋瓶。",
"phy... | {
"source_duration_s": 1175.7,
"crop_start_s": 386.21,
"crop_end_s": 506.21,
"duration_s": 120,
"source_replacement_start_s": 446.21,
"source_replacement_end_s": 450.012,
"error_start_s": 60,
"error_end_s": 63.802,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s_... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_substitution_64dd62a1/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_geor... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:15.574238+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_wrong_execution_f3415d11 | wrong_execution | execution_deviation | Get scallion | Pick up a bunch of cilantro. | That's cilantro, you need the scallions for this dish. | The wrong garnish alters the intended flavor profile of the dish, potentially ruining it for those who dislike cilantro. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_04_02_4 | Complete the Cooking Noodles correctly | ego | false | 4 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_04_02_4/frame_aligned_videos/downscaled/448/aria06_214-1.mp4 | {
"step_index": 386.103,
"want_s": 3.993,
"aligned_source_interval": [
0,
2.495625
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_wrong_execution_f3415d11/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_wrong_execution_f3415d11/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_wrong_execution_f3415d11",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中错误地拿取了香菜，而非视频1中的小葱。",
"difference_from_correct": "视频1中正确拿取小葱，视频2中则拿取了香菜。",
"physics_check": "通过",... | {
"source_duration_s": 1175.7,
"crop_start_s": 326.103,
"crop_end_s": 446.103,
"duration_s": 120,
"source_replacement_start_s": 386.103,
"source_replacement_end_s": 390.096,
"error_start_s": 60,
"error_end_s": 63.993,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_04_02_4_E01_wrong_execution_f3415d11/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:17.002436+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_2_E02_wrong_execution_da892100 | wrong_execution | execution_deviation | Check paper recipe | Place the paper recipe onto the wet cutting board. | Don't put the recipe down there, the cutting board is wet! | The recipe becomes illegible, preventing the person from following the correct instructions and ingredient quantities for the salad. | wrong_state | EgoExo4D | ee4d_georgiatech_cooking_06_02_2 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_06_02_2/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 717.658,
"want_s": 4.607,
"aligned_source_interval": [
0,
4.607
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_2_E02_wrong_execution_da892100/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_2_E02_wrong_execution_da892100/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_2_E02_wrong_execution_da892100",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 4,
"error_end_s": 6,
"visible_error": "将纸质食谱放在了潮湿的砧板上，导致纸张吸水并出现污渍。",
"difference_from_correct": "在视频1中，食谱一直保持在干燥的台面上或拿在手中；而在视频2中，食谱被直接放在了湿漉漉的... | {
"source_duration_s": 1118.23,
"crop_start_s": 657.658,
"crop_end_s": 777.658,
"duration_s": 120,
"source_replacement_start_s": 717.658,
"source_replacement_end_s": 722.265,
"error_start_s": 60,
"error_end_s": 64.607,
"help_point_s": 64,
"duration_status": "within_target",
"continuity_policy": "1... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:49.689809+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_4_E05_wrong_execution_4af5f71a | wrong_execution | execution_deviation | Pour the dressing | Pour plain soy sauce over the salad instead of the prepared sesame-ginger dressing. | Stop, you're pouring straight soy sauce instead of the dressing! | The salad becomes overwhelmingly salty and inedible, ruining the dish. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_06_02_4 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 8.208 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_06_02_4/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 517.803,
"want_s": 11.164,
"aligned_source_interval": [
0.8373,
11.164
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_4_E05_wrong_execution_4af5f71a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_4_E05_wrong_execution_4af5f71a/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_4_E05_wrong_execution_4af5f71a",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "操作者直接将整瓶酱油倒入沙拉中，而非使用调制好的芝麻生姜酱汁。",
"difference_from_correct": "视频1倒入的是碗中调好的酱汁；视频2直接倒入瓶装纯酱油。",
"physics... | {
"source_duration_s": 567.2,
"crop_start_s": 447.2,
"crop_end_s": 567.2,
"duration_s": 120,
"source_replacement_start_s": 517.803,
"source_replacement_end_s": 528.967,
"error_start_s": 70.603,
"error_end_s": 81.767,
"help_point_s": 72.603,
"duration_status": "within_target",
"continuity_policy": ... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_02_4_E05_wrong_execution_4af5f71a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:35:52.667218+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_03_2_E01_wrong_execution_9489199b | wrong_execution | execution_deviation | Check paper recipe | Place the paper recipe onto the wet cutting board. | Don't put the recipe down there, the board is wet! | The recipe is ruined and illegible, leaving the person unable to follow the remaining steps or measurements for the salad. | wrong_destination | EgoExo4D | ee4d_georgiatech_cooking_06_03_2 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 10 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_06_03_2/frame_aligned_videos/downscaled/448/aria03_214-1.mp4 | {
"step_index": 52.772,
"want_s": 6.967,
"aligned_source_interval": [
0,
6.967
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_03_2_E01_wrong_execution_9489199b/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_03_2_E01_wrong_execution_9489199b/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_03_2_E01_wrong_execution_9489199b",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 5,
"error_end_s": 9,
"visible_error": "将纸质食谱放在了潮湿的砧板上。",
"difference_from_correct": "视频1中仅在干燥台面上查看食谱；视频2中将食谱直接放在有明显水渍的木质砧板上。",
"physics_chec... | {
"source_duration_s": 638.43,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 52.772,
"source_replacement_end_s": 59.739,
"error_start_s": 52.772,
"error_end_s": 59.739,
"help_point_s": 57.772,
"duration_status": "within_target",
"continuity_policy": "120s_e... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_06_03_2_E01_wrong_execution_9489199b/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:36:09.589712+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_3_E02_substitution_d88522bf | substitution | object_or_predicate_swap | Wash bowl | Wipe the dirty bowl with a dry paper towel. | You need to actually wash that bowl with soap and water, wiping it won't get it clean. | The bowl is left dirty, contaminating the fresh salad ingredients that will be mixed in it. | wrong_state | EgoExo4D | ee4d_georgiatech_cooking_09_01_3 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_09_01_3/frame_aligned_videos/downscaled/448/aria04_214-1.mp4 | {
"step_index": 36.995,
"want_s": 7.868,
"aligned_source_interval": [
0,
5.7043
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_3_E02_substitution_d88522bf/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_3_E02_substitution_d88522bf/error_context.mp4",
... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_3_E02_substitution_d88522bf",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "视频2中，操作者使用干纸巾擦拭脏的粉色碗，而不是像视频1中那样用清水和肥皂清洗碗。",
"difference_from_correct": "视频1中，操作者在水龙头下用水清洗粉色碗；而视频2中，操作者仅用干... | {
"source_duration_s": 1163.83,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 36.995,
"source_replacement_end_s": 44.863,
"error_start_s": 36.995,
"error_end_s": 44.863,
"help_point_s": 37.995,
"duration_status": "within_target",
"continuity_policy": "120s_... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_3_E02_substitution_d88522bf/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_geor... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:36:17.435163+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_6_E02_wrong_execution_e9621d95 | wrong_execution | execution_deviation | Check paper recipe | Place the paper recipe onto the wet cutting board. | Don't put the recipe down there, the cutting board is wet! | The recipe becomes illegible, preventing the person from following the correct instructions and ingredient quantities for the salad. | wrong_state | EgoExo4D | ee4d_georgiatech_cooking_09_01_6 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 5.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_09_01_6/frame_aligned_videos/downscaled/448/aria04_214-1.mp4 | {
"step_index": 741.025,
"want_s": 10.782,
"aligned_source_interval": [
6.199650000000001,
10.782
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_6_E02_wrong_execution_e9621d95/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_6_E02_wrong_execution_e9621d95/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_6_E02_wrong_execution_e9621d95",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 2,
"error_end_s": 5,
"visible_error": "操作者将纸质食谱直接放置在放有切碎蔬菜且潮湿的砧板上。",
"difference_from_correct": "视频1中食谱被妥善放置在干燥桌面上，而视频2中食谱被直接放在了潮湿的砧板上。",
"p... | {
"source_duration_s": 912.7,
"crop_start_s": 681.025,
"crop_end_s": 801.025,
"duration_s": 120,
"source_replacement_start_s": 741.025,
"source_replacement_end_s": 751.807,
"error_start_s": 60,
"error_end_s": 70.782,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_01_6_E02_wrong_execution_e9621d95/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:36:22.530607+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E01_substitution_ea4399e5 | substitution | object_or_predicate_swap | Cut tomato | Mince the tomato into tiny pieces. | Stop mincing it, you need big chunks for tomato and eggs! | The finely minced tomato will release too much liquid too quickly when cooked, turning the stir-fry into a watery soup and ruining the intended texture. | wrong_state | EgoExo4D | ee4d_georgiatech_cooking_09_02_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 4.958 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_09_02_2/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 103.342,
"want_s": 12.158,
"aligned_source_interval": [
0,
12.158
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E01_substitution_ea4399e5/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E01_substitution_ea4399e5/error_context.mp4",
... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E01_substitution_ea4399e5",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "番茄被剁成极细的碎末，而非切块。",
"difference_from_correct": "正确视频中番茄切成大块，错误视频中番茄被剁成碎泥。",
"physics_check": "通过",
"rea... | {
"source_duration_s": 1246.4,
"crop_start_s": 43.342,
"crop_end_s": 163.342,
"duration_s": 120,
"source_replacement_start_s": 103.342,
"source_replacement_end_s": 115.5,
"error_start_s": 60,
"error_end_s": 72.158,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s_... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E01_substitution_ea4399e5/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_geor... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:36:23.837536+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E02_wrong_execution_8ed91bf7 | wrong_execution | execution_deviation | Get chopsticks | Get a spatula. | Grab the chopsticks to beat the eggs, the spatula is for later. | Attempting to beat eggs with a large spatula in a small bowl will fail to mix the yolks and whites properly and will likely spill the raw eggs, ruining the dish's texture. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_09_02_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 5.083 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_09_02_2/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 380.963,
"want_s": 3.844,
"aligned_source_interval": [
0,
3.1712999999999996
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E02_wrong_execution_8ed91bf7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E02_wrong_execution_8ed91bf7/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E02_wrong_execution_8ed91bf7",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 2,
"error_end_s": 4,
"visible_error": "视频2中拿取了黑色锅铲，而非视频1中的筷子。",
"difference_from_correct": "视频1正确拿取筷子，视频2错误拿取了锅铲。",
"physics_check": "通过",
... | {
"source_duration_s": 1246.4,
"crop_start_s": 320.963,
"crop_end_s": 440.963,
"duration_s": 120,
"source_replacement_start_s": 380.963,
"source_replacement_end_s": 384.807,
"error_start_s": 60,
"error_end_s": 63.844,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_09_02_2_E02_wrong_execution_8ed91bf7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:36:37.278862+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_10_02_4_E01_substitution_559dd42a | substitution | object_or_predicate_swap | Check paper recipe | Check the noodle packaging. | You need to follow the paper recipe, not just the generic package instructions! | The person misses the specific instructions on the paper recipe, leading to incorrect preparation and flavoring of the final dish. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_10_02_4 | Complete the Cooking Noodles correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 3,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_10_02_4/frame_aligned_videos/downscaled/448/aria06_214-1.mp4 | {
"step_index": 437.951,
"want_s": 2.169,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_10_02_4_E01_substitution_559dd42a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_10_02_4_E01_substitution_559dd42a/error_context.mp4",
... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_10_02_4_E01_substitution_559dd42a",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中展示了查看面条包装袋背面的说明，而不是查看纸质食谱。",
"difference_from_correct": "正确视频中，视角朝向桌子上的纸质食谱；而错误视频中，双手拿着面条包装袋并查看其背面的营养成分... | {
"source_duration_s": 1098.9,
"crop_start_s": 377.951,
"crop_end_s": 497.951,
"duration_s": 120,
"source_replacement_start_s": 437.951,
"source_replacement_end_s": 440.12,
"error_start_s": 60,
"error_end_s": 62.169,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_10_02_4_E01_substitution_559dd42a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_geor... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:36:44.107365+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_01_6_E01_wrong_execution_54c0f38c | wrong_execution | execution_deviation | Check paper recipe | Place the paper recipe onto the wet cutting board. | Don't put the recipe down there, the board is wet! | The recipe is ruined and illegible, leaving the person unable to follow the remaining steps or measurements for the salad. | wrong_destination | EgoExo4D | ee4d_georgiatech_cooking_11_01_6 | Complete the Making Sesame-Ginger Asian Salad correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_11_01_6/frame_aligned_videos/downscaled/448/aria03_214-1.mp4 | {
"step_index": 2.144,
"want_s": 10.264,
"aligned_source_interval": [
0,
10.264
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_01_6_E01_wrong_execution_54c0f38c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_01_6_E01_wrong_execution_54c0f38c/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_01_6_E01_wrong_execution_54c0f38c",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 3,
"error_end_s": 6,
"visible_error": "将纸质食谱直接放置在潮湿的黑色砧板上，导致纸张被打湿受损。",
"difference_from_correct": "正确步骤应避免将纸张置于有水表面。视频2中将其放在湿砧板上，而视频1中无此错误。",
... | {
"source_duration_s": 962.1,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 2.144,
"source_replacement_end_s": 12.408,
"error_start_s": 2.144,
"error_end_s": 12.408,
"help_point_s": 5.144,
"duration_status": "within_target",
"continuity_policy": "120s_event... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_01_6_E01_wrong_execution_54c0f38c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:40:24.186557+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E01_substitution_a358283c | substitution | object_or_predicate_swap | Get soy sauce | Pick up the bottle of vinegar. | Wait, that's the vinegar, you need the soy sauce! | The dish will have the wrong flavor profile (sour instead of savory/salty), resulting in a culinary failure. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_11_02_3 | Complete the Cooking Noodles correctly | ego | false | 5.917 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_11_02_3/frame_aligned_videos/downscaled/448/aria05_214-1.mp4 | {
"step_index": 80.034,
"want_s": 5.144,
"aligned_source_interval": [
1.4145999999999999,
5.144
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E01_substitution_a358283c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E01_substitution_a358283c/error_context.mp4",
... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E01_substitution_a358283c",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "视频中拿起了醋瓶（透明液体，红色标签），而不是酱油。",
"difference_from_correct": "在视频1中，视频主角正准备使用绿盖的酱油瓶；而在视频2中，主角却拿起了醋瓶（透明液体）。",
... | {
"source_duration_s": 1215.5,
"crop_start_s": 20.034,
"crop_end_s": 140.034,
"duration_s": 120,
"source_replacement_start_s": 80.034,
"source_replacement_end_s": 85.178,
"error_start_s": 60,
"error_end_s": 65.144,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s_... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E01_substitution_a358283c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_geor... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:40:43.376728+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E02_wrong_execution_ea9616b7 | wrong_execution | execution_deviation | Stir the mixture | Cover the pot with a lid. | Wait, stir the noodles first so they don't stick together! | The unstirred noodles will cook into a single gummy clump and stick to the bottom of the pot, ruining the dish. | off_step | EgoExo4D | ee4d_georgiatech_cooking_11_02_3 | Complete the Cooking Noodles correctly | ego | false | 6.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_11_02_3/frame_aligned_videos/downscaled/448/aria05_214-1.mp4 | {
"step_index": 472.086,
"want_s": 9.05,
"aligned_source_interval": [
0,
3.84625
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E02_wrong_execution_ea9616b7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E02_wrong_execution_ea9616b7/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E02_wrong_execution_ea9616b7",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "操作者直接用盖子盖住碗，未进行搅拌。",
"difference_from_correct": "视频1中在搅拌酱汁，视频2中直接盖上盖子。",
"physics_check": "通过",
"r... | {
"source_duration_s": 1215.5,
"crop_start_s": 412.086,
"crop_end_s": 532.086,
"duration_s": 120,
"source_replacement_start_s": 472.086,
"source_replacement_end_s": 481.136,
"error_start_s": 60,
"error_end_s": 69.05,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_11_02_3_E02_wrong_execution_ea9616b7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:40:46.439643+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_13_02_4_E01_wrong_execution_4f848a46 | wrong_execution | execution_deviation | Get a pot or saucepan | Get a shallow frying pan. | Grab a deep pot instead, that frying pan won't hold enough water for the noodles. | The insufficient water volume in the shallow pan will prevent the noodles from cooking properly and likely cause a mess on the stove. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_13_02_4 | Complete the Cooking Noodles correctly | ego | false | 7.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_13_02_4/frame_aligned_videos/downscaled/448/aria04_214-1.mp4 | {
"step_index": 122.763,
"want_s": 13.9,
"aligned_source_interval": [
1.0425,
11.467500000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_13_02_4_E01_wrong_execution_4f848a46/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_13_02_4_E01_wrong_execution_4f848a46/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_13_02_4_E01_wrong_execution_4f848a46",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "视频2中拿取的是浅平底锅，而不是煮面所需的深汤锅。",
"difference_from_correct": "视频1中正确拿取了深汤锅，而视频2中错误地拿取了浅平底锅。",
"physics_chec... | {
"source_duration_s": 1704.17,
"crop_start_s": 62.763,
"crop_end_s": 182.763,
"duration_s": 120,
"source_replacement_start_s": 122.763,
"source_replacement_end_s": 136.663,
"error_start_s": 60,
"error_end_s": 73.9,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_13_02_4_E01_wrong_execution_4f848a46/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:42:56.436014+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_01_6_E01_wrong_execution_f10e9af1 | wrong_execution | execution_deviation | Get oil | Pick up the soy sauce bottle. | Wait, that's the soy sauce, you need the oil to fry the eggs! | Without oil, the eggs will immediately stick to the pan and burn, ruining the dish. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_14_01_6 | Complete the Cooking Tomato & Eggs correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_14_01_6/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 439.052,
"want_s": 3.98,
"aligned_source_interval": [
1.98,
3.98
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_01_6_E01_wrong_execution_f10e9af1/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_01_6_E01_wrong_execution_f10e9af1/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_01_6_E01_wrong_execution_f10e9af1",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中，操作者拿起了酱油瓶，而不是所需的食用油。",
"difference_from_correct": "视频1中操作者在整理食材，而视频2中操作者错误地拿起了酱油瓶。",
"physics_ch... | {
"source_duration_s": 772.57,
"crop_start_s": 379.052,
"crop_end_s": 499.052,
"duration_s": 120,
"source_replacement_start_s": 439.052,
"source_replacement_end_s": 443.032,
"error_start_s": 60,
"error_end_s": 63.98,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_01_6_E01_wrong_execution_f10e9af1/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:04.935416+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_02_2_E03_wrong_execution_2f43ec6b | wrong_execution | execution_deviation | Turn off the stove | Turn the knob for the adjacent empty burner instead of the one under the pot. | You turned off the wrong burner, the pot is still boiling! | The noodles overcook and become mushy, or the water boils over and creates a mess or hazard. | wrong_object | EgoExo4D | ee4d_georgiatech_cooking_14_02_2 | Complete the Cooking Noodles correctly | ego | false | 3.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_cooking_14_02_2/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 888.573,
"want_s": 3.802,
"aligned_source_interval": [
1.4257499999999999,
3.51685
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_02_2_E03_wrong_execution_2f43ec6b/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_02_2_E03_wrong_execution_2f43ec6b/error_context.mp... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_02_2_E03_wrong_execution_2f43ec6b",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "操作者旋转了错误的旋钮，导致锅下方的炉火依然在燃烧，未能成功关火。",
"difference_from_correct": "视频1中操作者正确旋转最右侧旋钮关火；视频2中旋转了相邻空炉头的旋钮，火焰未熄... | {
"source_duration_s": 989.23,
"crop_start_s": 828.573,
"crop_end_s": 948.573,
"duration_s": 120,
"source_replacement_start_s": 888.573,
"source_replacement_end_s": 892.375,
"error_start_s": 60,
"error_end_s": 63.802,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_cooking_14_02_2_E03_wrong_execution_2f43ec6b/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_g... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:07.501141+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_02_10_E02_substitution_7e76cfe7 | substitution | object_or_predicate_swap | Apply a few drops of the testing solution to the testing plate | Squeeze a few drops of the testing solution onto the rectangular result window of the testing plate. | Wait, the drops go in the small circular hole at the bottom, not the big window! | Bypassing the sample pad prevents the proper binding of antigens and antibodies, leading to an invalid or false result. | wrong_destination | EgoExo4D | ee4d_georgiatech_covid_02_10 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_02_10/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 243.136,
"want_s": 10.444,
"aligned_source_interval": [
0.7833,
8.6163
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_02_10_E02_substitution_7e76cfe7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_02_10_E02_substitution_7e76cfe7/error_context.mp4",
"correct... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_02_10_E02_substitution_7e76cfe7",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "测试液被错误地滴入长方形的结果显示窗口，而非圆形的加样孔。",
"difference_from_correct": "正确步骤中，测试液应滴入圆形加样孔。视频2中滴入了长方形窗口。",
"physics_check... | {
"source_duration_s": 263.73,
"crop_start_s": 143.73,
"crop_end_s": 263.73,
"duration_s": 120,
"source_replacement_start_s": 243.136,
"source_replacement_end_s": 253.58,
"error_start_s": 99.406,
"error_end_s": 109.85,
"help_point_s": 100.406,
"duration_status": "within_target",
"continuity_policy... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_02_10_E02_substitution_7e76cfe7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiat... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:09.115730+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_03_4_E02_wrong_execution_1cd2ee11 | wrong_execution | execution_deviation | Shake the test tube | Squeeze the sides of the test tube. | You need to shake the tube to mix the liquid, not just squeeze it. | The lack of mixing prevents the chemical reaction required for an accurate reading, potentially causing a false negative. | wrong_state | EgoExo4D | ee4d_georgiatech_covid_03_4 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 4.958 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_03_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 255.458,
"want_s": 11.063,
"aligned_source_interval": [
0.829725,
8.020675
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_03_4_E02_wrong_execution_1cd2ee11/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_03_4_E02_wrong_execution_1cd2ee11/error_context.mp4",
"cor... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_03_4_E02_wrong_execution_1cd2ee11",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "视频中未进行摇晃试管的操作，而是用手指挤压试管两侧。",
"difference_from_correct": "正确步骤要求摇晃试管以混合液体，而错误步骤中仅挤压了试管侧面。",
"physics_check... | {
"source_duration_s": 291.1,
"crop_start_s": 171.1,
"crop_end_s": 291.1,
"duration_s": 120,
"source_replacement_start_s": 255.458,
"source_replacement_end_s": 266.521,
"error_start_s": 84.358,
"error_end_s": 95.421,
"help_point_s": 85.358,
"duration_status": "within_target",
"continuity_policy": ... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_03_4_E02_wrong_execution_1cd2ee11/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgi... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:11.837656+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_04_6_E01_wrong_execution_665e5802 | wrong_execution | execution_deviation | cover the test tube | screw the original solid cap back onto the test tube instead of the dropper tip. | Don't put the solid cap back on, you need to attach the clear dropper tip! | The tube is sealed shut, preventing the user from dispensing drops onto the test cassette in the next step and halting the procedure. | wrong_state | EgoExo4D | ee4d_georgiatech_covid_04_6 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 6.625 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_04_6/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 217.499,
"want_s": 5.879,
"aligned_source_interval": [
0.440925,
5.879
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_04_6_E01_wrong_execution_665e5802/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_04_6_E01_wrong_execution_665e5802/error_context.mp4",
"cor... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_04_6_E01_wrong_execution_665e5802",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "用户将原始的白色实心盖拧回测试管上，而非安装滴管头。",
"difference_from_correct": "正确步骤应安装滴管头以进行后续滴样，而视频2中错误地拧回了密封的原始白盖。",
"physics... | {
"source_duration_s": 259.83,
"crop_start_s": 139.83,
"crop_end_s": 259.83,
"duration_s": 120,
"source_replacement_start_s": 217.499,
"source_replacement_end_s": 223.378,
"error_start_s": 77.669,
"error_end_s": 83.548,
"help_point_s": 78.669,
"duration_status": "within_target",
"continuity_policy... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_04_6_E01_wrong_execution_665e5802/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgi... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:18.211480+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_10_E02_substitution_f23abd44 | substitution | object_or_predicate_swap | Position the covid 19 test tube on the box | Place the covid 19 test tube flat on the table. | Don't lay the tube on the table, stand it up in the hole on the box so the liquid doesn't spill! | Spilling the extraction buffer means there will not be enough liquid to properly mix with the sample and run the test, leading to an invalid result. | wrong_destination | EgoExo4D | ee4d_georgiatech_covid_05_10 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 3.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_05_10/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 57.025,
"want_s": 2.135,
"aligned_source_interval": [
0,
2.135
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_10_E02_substitution_f23abd44/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_10_E02_substitution_f23abd44/error_context.mp4",
"correct... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_10_E02_substitution_f23abd44",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 3,
"visible_error": "在视频2中，操作人员将新冠检测管平放在桌面上，而不是像视频1中那样将其垂直插入包装盒上的孔中。",
"difference_from_correct": "视频1中，操作人员正确地将检测管垂直固定在包装盒的插孔中；而视... | {
"source_duration_s": 268,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 57.025,
"source_replacement_end_s": 59.16,
"error_start_s": 57.025,
"error_end_s": 59.16,
"help_point_s": 58.025,
"duration_status": "within_target",
"continuity_policy": "120s_event_... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_10_E02_substitution_f23abd44/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiat... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:21.872385+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_4_E01_substitution_0473e8c2 | substitution | object_or_predicate_swap | Locate and unwrap the collection swab | Tear open the swab wrapper at the wrong end and pull the swab out by grasping the soft cotton tip. | Don't touch the soft tip of the swab, you'll contaminate it! | Contaminating the swab tip introduces foreign material that can cause a false positive, false negative, or invalid test result. | wrong_state | EgoExo4D | ee4d_georgiatech_covid_05_4 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 8.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_05_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 71.209,
"want_s": 11.866,
"aligned_source_interval": [
3.2631499999999996,
11.866
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_4_E01_substitution_0473e8c2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_4_E01_substitution_0473e8c2/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_4_E01_substitution_0473e8c2",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 3,
"error_end_s": 7,
"visible_error": "在拆开采样拭子包装时，从错误的一端（棉签头端）撕开，并用手指直接捏住柔软的棉签头将其拉出。",
"difference_from_correct": "在正确视频中，拭子是从手柄端拆开并拿取的，避免接触棉签头。而在视频2... | {
"source_duration_s": 208.2,
"crop_start_s": 11.209,
"crop_end_s": 131.209,
"duration_s": 120,
"source_replacement_start_s": 71.209,
"source_replacement_end_s": 83.075,
"error_start_s": 60,
"error_end_s": 71.866,
"help_point_s": 63,
"duration_status": "within_target",
"continuity_policy": "120s_e... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_05_4_E01_substitution_0473e8c2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:25.320785+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_4_E02_wrong_execution_db55f5e3 | wrong_execution | execution_deviation | Apply a few drops of the testing solution to the testing plate | Squeeze the drops of testing solution onto the rectangular result window of the testing plate. | Wait, put the drops in the small circle at the bottom, not the big window! | The test will fail to develop or yield an invalid result because the sample did not pass through the reagent pads. | wrong_destination | EgoExo4D | ee4d_georgiatech_covid_07_4 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 6.625 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_07_4/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 247.454,
"want_s": 7.315,
"aligned_source_interval": [
0,
7.315
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_4_E02_wrong_execution_db55f5e3/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_4_E02_wrong_execution_db55f5e3/error_context.mp4",
"cor... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_4_E02_wrong_execution_db55f5e3",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 5,
"visible_error": "测试液被错误地滴在长方形结果窗口中，而非圆形加样孔。",
"difference_from_correct": "正确视频中滴在圆形加样孔，视频2中滴在长方形结果窗口。",
"physics_check": "通... | {
"source_duration_s": 298.83,
"crop_start_s": 178.83,
"crop_end_s": 298.83,
"duration_s": 120,
"source_replacement_start_s": 247.454,
"source_replacement_end_s": 254.769,
"error_start_s": 68.624,
"error_end_s": 75.939,
"help_point_s": 70.624,
"duration_status": "within_target",
"continuity_policy... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_4_E02_wrong_execution_db55f5e3/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgi... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:27.298248+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_6_E02_substitution_50861246 | substitution | object_or_predicate_swap | Dip the swab into the testing tube | Rub the swab directly onto the sample well of the test cassette. | Wait, you have to mix the swab in the tube's liquid first, not put it straight on the cassette! | The test will be invalid because no liquid buffer is applied to the cassette to trigger the capillary action and chemical reaction. | wrong_destination | EgoExo4D | ee4d_georgiatech_covid_07_6 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 3.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_07_6/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 229.944,
"want_s": 2.171,
"aligned_source_interval": [
0,
2.171
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_6_E02_substitution_50861246/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_6_E02_substitution_50861246/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_6_E02_substitution_50861246",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 3.458,
"visible_error": "操作人员直接将拭子涂抹在检测卡槽上，而不是先将其浸入测试管的液体中。",
"difference_from_correct": "视频1中，操作人员将拭子浸入测试管中；而视频2中，操作人员跳过了测试管，直接将拭子... | {
"source_duration_s": 305.43,
"crop_start_s": 169.944,
"crop_end_s": 289.944,
"duration_s": 120,
"source_replacement_start_s": 229.944,
"source_replacement_end_s": 232.115,
"error_start_s": 60,
"error_end_s": 62.171,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_07_6_E02_substitution_50861246/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:30.274849+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_2_E02_substitution_e7fb25fd | substitution | object_or_predicate_swap | Dispose waste | Place the used test components back into the cardboard test kit box. | Don't put that in the box, it needs to go in the sealable waste bag. | Creates a safety hazard by improperly disposing of biohazardous material in an unsealed, non-compliant container. | wrong_destination | EgoExo4D | ee4d_georgiatech_covid_09_2 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 4.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_09_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 295.556,
"want_s": 4.463,
"aligned_source_interval": [
1.6736250000000001,
4.463
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_2_E02_substitution_e7fb25fd/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_2_E02_substitution_e7fb25fd/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_2_E02_substitution_e7fb25fd",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "操作人员将使用过的检测卡放回了纸质包装盒中，而不是放入密封垃圾袋中。",
"difference_from_correct": "视频1中操作人员正常操作检测卡，而视频2中则错误地将其放回纸盒中进行处置，违反了废弃物处置的... | {
"source_duration_s": 309.83,
"crop_start_s": 189.83,
"crop_end_s": 309.83,
"duration_s": 120,
"source_replacement_start_s": 295.556,
"source_replacement_end_s": 300.019,
"error_start_s": 105.726,
"error_end_s": 110.189,
"help_point_s": 105.726,
"duration_status": "within_target",
"continuity_pol... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_2_E02_substitution_e7fb25fd/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:37.307583+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_8_E05_wrong_execution_0b809227 | wrong_execution | execution_deviation | Set a timer | Set the timer for 5 minutes. | You need to set the timer for 15 minutes; 5 minutes isn't long enough for the test to work. | The test will likely yield a false negative because the chemical reaction was not given the required 15 minutes to complete. | wrong_quantity | EgoExo4D | ee4d_georgiatech_covid_09_8 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 9 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_09_8/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 253.693,
"want_s": 7.219,
"aligned_source_interval": [
0.541425,
7.219
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_8_E05_wrong_execution_0b809227/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_8_E05_wrong_execution_0b809227/error_context.mp4",
"cor... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_8_E05_wrong_execution_0b809227",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "定时器被错误地设置为5分钟并开始倒计时。",
"difference_from_correct": "视频1中定时器设置为15分钟，视频2中仅设置为5分钟。",
"physics_check": "通过",
... | {
"source_duration_s": 303.83,
"crop_start_s": 183.83,
"crop_end_s": 303.83,
"duration_s": 120,
"source_replacement_start_s": 253.693,
"source_replacement_end_s": 260.912,
"error_start_s": 69.863,
"error_end_s": 77.082,
"help_point_s": 71.863,
"duration_status": "within_target",
"continuity_policy... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_09_8_E05_wrong_execution_0b809227/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgi... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:47.833318+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_13_E01_wrong_execution_6ad0a38e | wrong_execution | execution_deviation | Rotate and swirl the swab around for 5-10 times | Place the swab in the tube and let go, leaving it to soak without swirling it. | You need to actually swirl the swab around in the liquid, not just let it sit there. | The lack of mechanical extraction leads to insufficient viral material in the buffer, causing a false negative result. | wrong_state | EgoExo4D | ee4d_georgiatech_covid_12_13 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 5.25 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_12_13/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 104.389,
"want_s": 3.266,
"aligned_source_interval": [
0,
3.266
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_13_E01_wrong_execution_6ad0a38e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_13_E01_wrong_execution_6ad0a38e/error_context.mp4",
"c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_13_E01_wrong_execution_6ad0a38e",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 2,
"error_end_s": 4,
"visible_error": "操作者将棉签放入管中后直接松手，使其静置浸泡，没有进行旋转和搅拌。",
"difference_from_correct": "正确动作中，操作者在液体中旋转并搅拌棉签；而错误动作中，操作者直接放开棉签使其静置。... | {
"source_duration_s": 230.7,
"crop_start_s": 44.389,
"crop_end_s": 164.389,
"duration_s": 120,
"source_replacement_start_s": 104.389,
"source_replacement_end_s": 107.655,
"error_start_s": 60,
"error_end_s": 63.266,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_13_E01_wrong_execution_6ad0a38e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georg... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:51.747336+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_9_E03_substitution_9c5f8bb0 | substitution | object_or_predicate_swap | Read the instructions | Read the back of the cardboard box. | The full instructions aren't on the box, you need to read the paper leaflet. | Guessing the procedure leads to incorrect execution, such as adding too much buffer or reading the result too early, which causes a false result. | wrong_object | EgoExo4D | ee4d_georgiatech_covid_12_9 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 8.042 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_12_9/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 191.279,
"want_s": 8.101,
"aligned_source_interval": [
3.037875,
8.101
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_9_E03_substitution_9c5f8bb0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_9_E03_substitution_9c5f8bb0/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_9_E03_substitution_9c5f8bb0",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 2,
"error_end_s": 7,
"visible_error": "视频2中，操作人员没有阅读纸质说明书，而是拿起并阅读了纸盒包装的背面。",
"difference_from_correct": "在正确视频中，操作人员正在仔细阅读纸质说明书；而在错误视频中，操作人员用阅读纸盒背面代替... | {
"source_duration_s": 204.77,
"crop_start_s": 84.77,
"crop_end_s": 204.77,
"duration_s": 120,
"source_replacement_start_s": 191.279,
"source_replacement_end_s": 199.38,
"error_start_s": 106.509,
"error_end_s": 114.61,
"help_point_s": 108.509,
"duration_status": "within_target",
"continuity_policy... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_12_9_E03_substitution_9c5f8bb0/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:56.102108+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_13_4_E02_substitution_f853dca3 | substitution | object_or_predicate_swap | Locate and unwrap the collection swab | Peel open the swab wrapper from the end with the cotton tip, touching the tip with your fingers. | Stop, don't touch the cotton tip, you need to open it from the handle end! | Skin contact contaminates the sterile collection swab, which can cause a false positive or an invalid test result. | wrong_state | EgoExo4D | ee4d_georgiatech_covid_13_4 | Complete the Covid-19 Rapid Antigen Test correctly | ego | false | 3.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_covid_13_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 129.02,
"want_s": 2.245,
"aligned_source_interval": [
0.168375,
2.245
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_13_4_E02_substitution_f853dca3/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_13_4_E02_substitution_f853dca3/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_13_4_E02_substitution_f853dca3",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "从棉签头那一端撕开包装，并用手指直接触碰了无菌棉签头。",
"difference_from_correct": "正确步骤应该从手柄端撕开包装，避免手指接触棉签头以防污染；而视频2中直接用手拿取了棉签头部分。",
... | {
"source_duration_s": 305.8,
"crop_start_s": 69.02,
"crop_end_s": 189.02,
"duration_s": 120,
"source_replacement_start_s": 129.02,
"source_replacement_end_s": 131.265,
"error_start_s": 60,
"error_end_s": 62.245,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s_ev... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiatech_covid_13_4_E02_substitution_f853dca3/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_georgiate... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:43:59.463855+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E01_wrong_execution_35ebf2d6 | wrong_execution | execution_deviation | Get a bowl | Get a plate. | You need a bowl to beat the eggs in, not a plate. | The liquid egg will spill when whisked on a flat surface, creating a mess and losing the ingredients needed for the omelet. | wrong_object | EgoExo4D | ee4d_iiith_cooking_01_1 | Complete the Cooking an Omelet correctly | ego | false | 9 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 3,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_01_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 336.483,
"want_s": 12.8,
"aligned_source_interval": [
4.8,
10.56
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E01_wrong_execution_35ebf2d6/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E01_wrong_execution_35ebf2d6/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E01_wrong_execution_35ebf2d6",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 7,
"visible_error": "视频2中，操作者从橱柜中拿出了一个白色的平盘，而不是用于打蛋的碗。",
"difference_from_correct": "视频1中操作者拿取的是一个圆形的带盖塑料碗，而视频2中拿取的是一个扁平的瓷盘。",
"phy... | {
"source_duration_s": 878.63,
"crop_start_s": 276.483,
"crop_end_s": 396.483,
"duration_s": 120,
"source_replacement_start_s": 336.483,
"source_replacement_end_s": 349.283,
"error_start_s": 60,
"error_end_s": 72.8,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E01_wrong_execution_35ebf2d6/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:02.965213+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E02_substitution_f3209194 | substitution | object_or_predicate_swap | Whisk until the egg whites and yolks are well integrated. | Pour the unmixed eggs directly from the bowl into the hot pan. | Wait, you need to whisk those eggs before you put them in the pan! | The eggs cook before they can be mixed, ruining the omelet base and turning it into fried eggs. | off_step | EgoExo4D | ee4d_iiith_cooking_01_1 | Complete the Cooking an Omelet correctly | ego | false | 6.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_01_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 465.039,
"want_s": 5.475,
"aligned_source_interval": [
1.505625,
5.475
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E02_substitution_f3209194/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E02_substitution_f3209194/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E02_substitution_f3209194",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "视频中直接将未打散、蛋黄完整的鸡蛋倒入热锅中。",
"difference_from_correct": "正确步骤应该先在碗中将蛋清和蛋黄充分搅拌均匀（如VIDEO 1所示），而VIDEO 2中直接倒入未搅拌的整蛋。",
... | {
"source_duration_s": 878.63,
"crop_start_s": 405.039,
"crop_end_s": 525.039,
"duration_s": 120,
"source_replacement_start_s": 465.039,
"source_replacement_end_s": 470.514,
"error_start_s": 60,
"error_end_s": 65.475,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_01_1_E02_substitution_f3209194/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:05.204387+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E01_substitution_c66e023b | substitution | object_or_predicate_swap | Get chopping board | Get a ceramic plate. | Get the chopping board, you'll ruin your knife cutting on that plate. | Using a plate as a cutting surface damages the knife and risks the blade slipping, which can cause injury or chip the plate. | wrong_object | EgoExo4D | ee4d_iiith_cooking_02_1 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 4.625 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_02_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 20.714,
"want_s": 6.367,
"aligned_source_interval": [
3.0243250000000006,
5.889475000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E01_substitution_c66e023b/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E01_substitution_c66e023b/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E01_substitution_c66e023b",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中拿取并放置的是一个白色陶瓷盘子，而不是切菜板。",
"difference_from_correct": "视频1中正确拿取并放置了木质切菜板，而视频2中错误地拿取了陶瓷盘子。",
"physics_check": ... | {
"source_duration_s": 509.63,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 20.714,
"source_replacement_end_s": 27.081,
"error_start_s": 20.714,
"error_end_s": 27.081,
"help_point_s": 20.714,
"duration_status": "within_target",
"continuity_policy": "120s_e... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E01_substitution_c66e023b/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:07.472852+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E03_wrong_execution_94f8cf36 | wrong_execution | execution_deviation | Add black pepper | Shake salt over the salad instead of black pepper. | Stop, you're adding salt instead of pepper! | The dish becomes overly salty and unpalatable, ruining the recipe's intended flavor profile. | wrong_object | EgoExo4D | ee4d_iiith_cooking_02_1 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_02_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 441.551,
"want_s": 12.303,
"aligned_source_interval": [
0,
5.228775000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E03_wrong_execution_94f8cf36/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E03_wrong_execution_94f8cf36/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E03_wrong_execution_94f8cf36",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 2,
"error_end_s": 5,
"visible_error": "向黄瓜西红柿沙拉中添加了食盐，而不是黑胡椒。",
"difference_from_correct": "正确动作应添加黑胡椒，而视频2中添加了白色的食盐。",
"physics_check": "通过",
"rea... | {
"source_duration_s": 509.63,
"crop_start_s": 381.551,
"crop_end_s": 501.551,
"duration_s": 120,
"source_replacement_start_s": 441.551,
"source_replacement_end_s": 453.854,
"error_start_s": 60,
"error_end_s": 72.303,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_02_1_E03_wrong_execution_94f8cf36/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:09.138778+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_04_1_E03_wrong_execution_333567b7 | wrong_execution | execution_deviation | Get skillet or frying pan or wok | Get a deep saucepan. | Don't use a saucepan, you need a flat skillet to flip the omelet. | The high sides of the saucepan will block the spatula, causing the omelet to tear or scramble when the person tries to fold or remove it. | wrong_object | EgoExo4D | ee4d_iiith_cooking_04_1 | Complete the Cooking an Omelet correctly | ego | false | 7.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_04_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 254.352,
"want_s": 10.595,
"aligned_source_interval": [
0.7946250000000001,
10.595
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_04_1_E03_wrong_execution_333567b7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_04_1_E03_wrong_execution_333567b7/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_04_1_E03_wrong_execution_333567b7",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "视频2中错误地拿取了深汤锅，而不是平底煎锅。",
"difference_from_correct": "视频1中拿取的是适合煎蛋的平底锅，而视频2中拿取了高边缘的深汤锅，不便于翻面。",
"physics_check... | {
"source_duration_s": 410.47,
"crop_start_s": 194.352,
"crop_end_s": 314.352,
"duration_s": 120,
"source_replacement_start_s": 254.352,
"source_replacement_end_s": 264.947,
"error_start_s": 60,
"error_end_s": 70.595,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_04_1_E03_wrong_execution_333567b7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:11.076912+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_1_E01_wrong_execution_213ac021 | wrong_execution | execution_deviation | Adjust the stove heat | Turn the stove heat up to maximum. | Turn the heat down, the milk is going to boil over! | The milk boils over, creating a mess on the stove and ruining the tea. | wrong_state | EgoExo4D | ee4d_iiith_cooking_05_1 | Complete the Making Milk Tea correctly | ego | false | 4.875 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_05_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 147.451,
"want_s": 3.019,
"aligned_source_interval": [
0,
3.019
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_1_E01_wrong_execution_213ac021/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_1_E01_wrong_execution_213ac021/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_1_E01_wrong_execution_213ac021",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "牛奶受热过度，从锅中剧烈沸腾并溢出到灶台上。",
"difference_from_correct": "正确动作应调小火力防止溢出，此视频中未及时关小火力导致牛奶溢出。",
"physics_check": "通过"... | {
"source_duration_s": 236.47,
"crop_start_s": 87.451,
"crop_end_s": 207.451,
"duration_s": 120,
"source_replacement_start_s": 147.451,
"source_replacement_end_s": 150.47,
"error_start_s": 60,
"error_end_s": 63.019,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_1_E01_wrong_execution_213ac021/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:13.752394+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_5_E02_wrong_execution_399572e2 | wrong_execution | execution_deviation | Tilt and rotate the skillet to allow oil or butter flow into empty space | Tilt the skillet and hold it at a fixed angle without rotating it. | Make sure to swirl the pan around so the oil coats the whole bottom. | The omelet sticks to the un-oiled parts of the pan and tears when the cook tries to fold or serve it. | wrong_state | EgoExo4D | ee4d_iiith_cooking_05_5 | Complete the Cooking an Omelet correctly | ego | false | 5.792 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_05_5/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 206.321,
"want_s": 11.041,
"aligned_source_interval": [
1.9321750000000002,
11.041
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_5_E02_wrong_execution_399572e2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_5_E02_wrong_execution_399572e2/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_5_E02_wrong_execution_399572e2",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "操作者仅将煎锅倾斜并保持在固定角度，没有旋转煎锅来让黄油均匀涂抹整个锅底。",
"difference_from_correct": "正确动作中，操作者旋转并倾斜煎锅以均匀涂抹黄油；而错误动作中，煎锅仅保持单一倾斜角度，... | {
"source_duration_s": 318.6,
"crop_start_s": 146.321,
"crop_end_s": 266.321,
"duration_s": 120,
"source_replacement_start_s": 206.321,
"source_replacement_end_s": 217.362,
"error_start_s": 60,
"error_end_s": 71.041,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_05_5_E02_wrong_execution_399572e2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:15.518933+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_2_E01_wrong_execution_4e9a3bf7 | wrong_execution | execution_deviation | Add oil | Pour a massive amount of oil into the pan. | Stop pouring, that's way too much oil! | The excessive oil will make the omelet overly greasy and unappetizing, failing the culinary goal of the task. | wrong_quantity | EgoExo4D | ee4d_iiith_cooking_108_2 | Complete the Cooking an Omelet correctly | ego | false | 8 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_108_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 92.088,
"want_s": 5.397,
"aligned_source_interval": [
0,
4.992225
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_2_E01_wrong_execution_4e9a3bf7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_2_E01_wrong_execution_4e9a3bf7/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_2_E01_wrong_execution_4e9a3bf7",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "向正在煎蛋的平底锅中倒入大量食用油，使蛋完全浸泡在油中。",
"difference_from_correct": "正常步骤仅需少量油，而此步骤倒入整杯油，导致油量严重超标。",
"physics_check": "... | {
"source_duration_s": 135.6,
"crop_start_s": 0,
"crop_end_s": 135.6,
"duration_s": 135.6,
"source_replacement_start_s": 92.088,
"source_replacement_end_s": 97.485,
"error_start_s": 92.088,
"error_end_s": 97.485,
"help_point_s": 93.088,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_2_E01_wrong_execution_4e9a3bf7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:18.502982+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E01_wrong_execution_a39ad3ae | wrong_execution | execution_deviation | Cut cucumber | Cut the cucumber lengthwise into long spears instead of bite-sized pieces. | You need to chop those spears into smaller pieces so they fit in the salad. | The large spears cannot be properly mixed with the tomatoes and are too big to eat with a fork, ruining the salad's eatability. | wrong_state | EgoExo4D | ee4d_iiith_cooking_108_4 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_108_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 18.392,
"want_s": 5.599,
"aligned_source_interval": [
0,
5.599
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E01_wrong_execution_a39ad3ae/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E01_wrong_execution_a39ad3ae/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E01_wrong_execution_a39ad3ae",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "黄瓜仅被纵向切成四条长条，没有被切成适合沙拉的一口大小的碎块。",
"difference_from_correct": "视频1中黄瓜被切成片状小块，而视频2中仅将其切成长条，未进行进一步切碎。",
"physics... | {
"source_duration_s": 58.5,
"crop_start_s": 0,
"crop_end_s": 58.5,
"duration_s": 58.5,
"source_replacement_start_s": 18.392,
"source_replacement_end_s": 23.991,
"error_start_s": 18.392,
"error_end_s": 23.991,
"help_point_s": 19.392,
"duration_status": "short_source",
"continuity_policy": "full_so... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E01_wrong_execution_a39ad3ae/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:19.985108+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E02_wrong_execution_e098a84b | wrong_execution | execution_deviation | Add turmeric powder | Add red chili powder to the salad. | Wait, that's chili powder, not turmeric! | The salad becomes unexpectedly spicy and lacks the intended flavor, ruining the specific recipe being followed. | wrong_object | EgoExo4D | ee4d_iiith_cooking_108_4 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_108_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 48.857,
"want_s": 3.899,
"aligned_source_interval": [
0.16970000000000018,
2.1697
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E02_wrong_execution_e098a84b/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E02_wrong_execution_e098a84b/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E02_wrong_execution_e098a84b",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中向沙拉中添加了红辣椒粉，而不是配方要求的姜黄粉。",
"difference_from_correct": "正确步骤应添加黄色姜黄粉，而视频2中使用了红色的辣椒粉调料包，导致沙拉表面覆盖了红色粉末。",
"p... | {
"source_duration_s": 58.5,
"crop_start_s": 0,
"crop_end_s": 58.5,
"duration_s": 58.5,
"source_replacement_start_s": 48.857,
"source_replacement_end_s": 52.756,
"error_start_s": 48.857,
"error_end_s": 52.756,
"help_point_s": 48.857,
"duration_status": "short_source",
"continuity_policy": "full_so... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_108_4_E02_wrong_execution_e098a84b/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:21.475665+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E02_wrong_execution_25954640 | wrong_execution | execution_deviation | Cut onions | Cut the onions into large, thick wedges instead of dicing them. | You need to dice those onions much smaller, or they'll be raw in the omelet! | The large, raw onion wedges will disrupt the texture and flavor balance of the omelet, making it unpleasant to eat. | wrong_state | EgoExo4D | ee4d_iiith_cooking_109_2 | Complete the Cooking an Omelet correctly | ego | false | 6.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_109_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 37.517,
"want_s": 4.16,
"aligned_source_interval": [
0,
4.16
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E02_wrong_execution_25954640/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E02_wrong_execution_25954640/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E02_wrong_execution_25954640",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "洋葱被切成大块的厚片，没有切碎。",
"difference_from_correct": "正确视频中洋葱被切得更细，而错误视频中洋葱只切成了四大块。",
"physics_check": "通过",
"reas... | {
"source_duration_s": 128.1,
"crop_start_s": 0,
"crop_end_s": 128.1,
"duration_s": 128.1,
"source_replacement_start_s": 37.517,
"source_replacement_end_s": 41.677,
"error_start_s": 37.517,
"error_end_s": 41.677,
"help_point_s": 37.517,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E02_wrong_execution_25954640/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:22.746732+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E03_substitution_728ce1be | substitution | object_or_predicate_swap | Get oil | Pick up the bottle of vinegar. | Wait, that's the vinegar, you need the oil! | Without cooking oil, the eggs will stick to the pan and burn, and the addition of vinegar will make the omelet inedible. | wrong_object | EgoExo4D | ee4d_iiith_cooking_109_2 | Complete the Cooking an Omelet correctly | ego | false | 5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_109_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 52.415,
"want_s": 3.112,
"aligned_source_interval": [
0,
3.112
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E03_substitution_728ce1be/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E03_substitution_728ce1be/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E03_substitution_728ce1be",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中拿取了装有深色液体（醋/酱油）的玻璃瓶，而不是烹饪所需的食用油。",
"difference_from_correct": "正确动作中应该准备或拿取食用油，而错误视频中错误地拿取了醋瓶。",
"physics_che... | {
"source_duration_s": 128.1,
"crop_start_s": 0,
"crop_end_s": 128.1,
"duration_s": 128.1,
"source_replacement_start_s": 52.415,
"source_replacement_end_s": 55.527,
"error_start_s": 52.415,
"error_end_s": 55.527,
"help_point_s": 52.415,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_109_2_E03_substitution_728ce1be/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:25.762901+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_2_E02_wrong_execution_b17f51d2 | wrong_execution | execution_deviation | Get salt | Pick up the pepper shaker. | Wait, that's the pepper, you need the salt. | The omelet will lack salt, resulting in an improperly seasoned and bland dish. | wrong_object | EgoExo4D | ee4d_iiith_cooking_110_2 | Complete the Cooking an Omelet correctly | ego | false | 3.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_110_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 66.279,
"want_s": 2.52,
"aligned_source_interval": [
0.189,
2.52
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_2_E02_wrong_execution_b17f51d2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_2_E02_wrong_execution_b17f51d2/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_2_E02_wrong_execution_b17f51d2",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中拿取了黑色的胡椒研磨器，而非视频1中的黄色盖盐罐。",
"difference_from_correct": "视频1中正确拿取了黄色盖子的盐罐，视频2中错误地拿取了胡椒研磨器。",
"physics_chec... | {
"source_duration_s": 120.17,
"crop_start_s": 0,
"crop_end_s": 120.17,
"duration_s": 120.17,
"source_replacement_start_s": 66.279,
"source_replacement_end_s": 68.799,
"error_start_s": 66.279,
"error_end_s": 68.799,
"help_point_s": 66.279,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_2_E02_wrong_execution_b17f51d2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:27.320763+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_4_E03_substitution_037dddb9 | substitution | object_or_predicate_swap | Get a fine-mesh sieve | Get a colander. | That's a colander, the tea leaves will go right through it! | Tea leaves will pass through the colander into the final beverage, ruining its texture and making it unpleasant to drink. | wrong_object | EgoExo4D | ee4d_iiith_cooking_110_4 | Complete the Making Milk Tea correctly | ego | false | 5.375 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_110_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 52.781,
"want_s": 3.638,
"aligned_source_interval": [
0,
3.36515
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_4_E03_substitution_037dddb9/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_4_E03_substitution_037dddb9/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_110_4_E03_substitution_037dddb9",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中拿出了一个带有大孔的金属沥水盆（colander），而不是制作奶茶所需的细网筛（fine-mesh sieve）。",
"difference_from_correct": "正确步骤应该拿出细网筛，而视频2中错误地拿出了... | {
"source_duration_s": 76.43,
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"help_point_s": 52.781,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:35.815204+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E02_wrong_execution_a5eab08f | wrong_execution | execution_deviation | Get salt | Pick up the pepper shaker. | Wait, that's the pepper, you need to get the salt. | The salad will be seasoned incorrectly, lacking the necessary salt and altering the intended flavor profile. | wrong_object | EgoExo4D | ee4d_iiith_cooking_111_4 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_111_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 33.977,
"want_s": 2.373,
"aligned_source_interval": [
0.3730000000000002,
2.373
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E02_wrong_execution_a5eab08f/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E02_wrong_execution_a5eab08f/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E02_wrong_execution_a5eab08f",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中拿取了黑胡椒研磨瓶，而不是所需的盐罐。",
"difference_from_correct": "视频1中拿取了白色的盐罐，而视频2中拿取了标有'P'的黑胡椒瓶。",
"physics_check": "通过... | {
"source_duration_s": 52.2,
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"crop_end_s": 52.2,
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"source_replacement_start_s": 33.977,
"source_replacement_end_s": 36.35,
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"help_point_s": 33.977,
"duration_status": "short_source",
"continuity_policy": "full_sour... | generation_error | {
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E02_wrong_execution_a5eab08f/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:37.362492+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E04_wrong_execution_6327211c | wrong_execution | execution_deviation | Add salt | Pour a large mound of salt into the salad. | Whoa, stop, that's way too much salt! | The extreme saltiness makes the final product unfit for consumption, ruining the meal. | wrong_quantity | EgoExo4D | ee4d_iiith_cooking_111_4 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 3.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_111_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 36.383,
"want_s": 3.34,
"aligned_source_interval": [
1.2525,
3.34
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E04_wrong_execution_6327211c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E04_wrong_execution_6327211c/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E04_wrong_execution_6327211c",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中向沙拉中倒入过量的食盐，在盘中形成了一个巨大的白色盐堆。",
"difference_from_correct": "视频1中未出现倒入如此过量食盐的错误操作，调味量较为正常。",
"physics_check... | {
"source_duration_s": 52.2,
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"crop_end_s": 52.2,
"duration_s": 52.2,
"source_replacement_start_s": 36.383,
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"help_point_s": 36.383,
"duration_status": "short_source",
"continuity_policy": "full_so... | generation_error | {
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"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_111_4_E04_wrong_execution_6327211c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:38.345257+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_112_4_E01_wrong_execution_5b6ed678 | wrong_execution | execution_deviation | Add sugar | Spoon loose dry tea leaves into the cup instead of sugar. | Wait, you're adding raw tea leaves instead of sugar! | The final beverage is ruined by the unpleasant texture and bitter taste of raw leaves. | wrong_object | EgoExo4D | ee4d_iiith_cooking_112_4 | Complete the Making Milk Tea correctly | ego | false | 5.583 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_112_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 32.142,
"want_s": 4.833,
"aligned_source_interval": [
1.329075,
4.833
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_112_4_E01_wrong_execution_5b6ed678/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_112_4_E01_wrong_execution_5b6ed678/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_112_4_E01_wrong_execution_5b6ed678",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 5.5,
"visible_error": "视频2中向锅里加入的是深色茶叶，而非视频1中的白糖。",
"difference_from_correct": "视频1正确添加了白糖，视频2则错误地添加了茶叶。",
"physics_check": "通过",
... | {
"source_duration_s": 78.17,
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"crop_end_s": 78.17,
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"source_replacement_start_s": 32.142,
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"help_point_s": 32.142,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_112_4_E01_wrong_execution_5b6ed678/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:39.047225+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E02_wrong_execution_e23401a2 | wrong_execution | execution_deviation | Add chili powder | Pour a massive mound of chili powder into the eggs. | Whoa, stop, that's way too much chili powder! | The extreme spiciness makes the omelet inedible. | wrong_quantity | EgoExo4D | ee4d_iiith_cooking_117_4 | Complete the Cooking an Omelet correctly | ego | false | 5.833 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_117_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 70.434,
"want_s": 4.289,
"aligned_source_interval": [
0.32167499999999993,
3.9673249999999998
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E02_wrong_execution_e23401a2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E02_wrong_execution_e23401a2/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E02_wrong_execution_e23401a2",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "视频2中向鸡蛋中倒入过量的辣椒粉，形成了一个巨大的红土堆。",
"difference_from_correct": "视频1中添加适量调料，视频2中则倒入极大量的辣椒粉，导致无法食用。",
"physics_chec... | {
"source_duration_s": 163.97,
"crop_start_s": 0,
"crop_end_s": 163.97,
"duration_s": 163.97,
"source_replacement_start_s": 70.434,
"source_replacement_end_s": 74.723,
"error_start_s": 70.434,
"error_end_s": 74.723,
"help_point_s": 71.434,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:39.747734+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E03_substitution_18eec1c9 | substitution | object_or_predicate_swap | Add salt | Shake black pepper onto the eggs. | Wait, that's the pepper, you need to add salt. | The dish lacks the necessary sodium for basic seasoning, resulting in a culinary failure (a bland omelet). | wrong_object | EgoExo4D | ee4d_iiith_cooking_117_4 | Complete the Cooking an Omelet correctly | ego | false | 4.083 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_117_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 55.797,
"want_s": 3.003,
"aligned_source_interval": [
0.225225,
2.777775
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E03_substitution_18eec1c9/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E03_substitution_18eec1c9/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_117_4_E03_substitution_18eec1c9",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中向鸡蛋液中撒入了黑胡椒粉，而不是添加食盐。",
"difference_from_correct": "正确视频（视频1）中，操作者从蓝色容器中用勺子舀取白色食盐加入蛋液；而错误视频（视频2）中，操作者使用调味罐向蛋液... | {
"source_duration_s": 163.97,
"crop_start_s": 0,
"crop_end_s": 163.97,
"duration_s": 163.97,
"source_replacement_start_s": 55.797,
"source_replacement_end_s": 58.8,
"error_start_s": 55.797,
"error_end_s": 58.8,
"help_point_s": 55.797,
"duration_status": "within_target",
"continuity_policy": "full... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:40.446807+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_118_2_E02_wrong_execution_27cd1c55 | wrong_execution | execution_deviation | Simmer the tea over low heat | Boil the tea vigorously over high heat. | Turn the heat down to low, you're boiling it too hard and it'll get bitter! | High heat causes over-extraction of tannins from the tea leaves, making the final drink unpleasantly bitter and astringent. | wrong_state | EgoExo4D | ee4d_iiith_cooking_118_2 | Complete the Making Milk Tea correctly | ego | false | 4.958 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_118_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 126.382,
"want_s": 5.133,
"aligned_source_interval": [
0,
5.133
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_118_2_E02_wrong_execution_27cd1c55/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_118_2_E02_wrong_execution_27cd1c55/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_118_2_E02_wrong_execution_27cd1c55",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中茶水在强火下剧烈沸腾，产生大量气泡。",
"difference_from_correct": "视频1中液体处于温和加热状态，而视频2中则是大火猛烈沸腾。",
"physics_check": "通过",
... | {
"source_duration_s": 144.47,
"crop_start_s": 0,
"crop_end_s": 144.47,
"duration_s": 144.47,
"source_replacement_start_s": 126.382,
"source_replacement_end_s": 131.515,
"error_start_s": 126.382,
"error_end_s": 131.515,
"help_point_s": 126.382,
"duration_status": "within_target",
"continuity_polic... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:41.176318+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_substitution_4bb490ab | substitution | object_or_predicate_swap | Add turmeric powder | Add chili powder to the bowl. | Stop, that's the chili powder, you need the turmeric! | The wrong spice drastically alters the intended recipe, potentially making the omelet too spicy to eat and failing to produce the desired dish. | wrong_object | EgoExo4D | ee4d_iiith_cooking_11_1 | Complete the Cooking an Omelet correctly | ego | false | 6.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_11_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 94.158,
"want_s": 6.921,
"aligned_source_interval": [
0.5190750000000001,
4.3256250000000005
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_substitution_4bb490ab/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_substitution_4bb490ab/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_substitution_4bb490ab",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "视频2中添加的是红色的辣椒粉，而不是视频1中黄色的姜黄粉。",
"difference_from_correct": "视频1中使用了黄色的姜黄粉，而视频2中错误地使用了红色的辣椒粉。",
"physics_check": ... | {
"source_duration_s": 346.43,
"crop_start_s": 34.158,
"crop_end_s": 154.158,
"duration_s": 120,
"source_replacement_start_s": 94.158,
"source_replacement_end_s": 101.079,
"error_start_s": 60,
"error_end_s": 66.921,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_substitution_4bb490ab/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:41.854843+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_wrong_execution_f456adfa | wrong_execution | execution_deviation | Add turmeric powder | Add chili powder to the eggs. | Stop, that's chili powder, not turmeric! | The dish ends up with the wrong flavor and spice level, failing the intended recipe. | wrong_object | EgoExo4D | ee4d_iiith_cooking_11_1 | Complete the Cooking an Omelet correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_11_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 94.158,
"want_s": 6.921,
"aligned_source_interval": [
0,
5.017725
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_wrong_execution_f456adfa/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_wrong_execution_f456adfa/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_wrong_execution_f456adfa",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "视频中向鸡蛋里加入了红色的辣椒粉，而不是黄色的姜黄粉。",
"difference_from_correct": "正确视频中加入的是黄色姜黄粉，而错误视频中加入的是红色辣椒粉。",
"physics_check": "... | {
"source_duration_s": 346.43,
"crop_start_s": 34.158,
"crop_end_s": 154.158,
"duration_s": 120,
"source_replacement_start_s": 94.158,
"source_replacement_end_s": 101.079,
"error_start_s": 60,
"error_end_s": 66.921,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_11_1_E02_wrong_execution_f456adfa/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:42.792270+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E01_wrong_execution_8c7cc984 | wrong_execution | execution_deviation | Get onions | Place the whole onions directly into the frying pan instead of on the cutting board. | Wait, you need to chop those onions on the board before putting them in the pan! | The omelet cannot be made properly with whole, unpeeled onions taking up space in the pan. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_120_4 | Complete the Cooking an Omelet correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_120_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 35.988,
"want_s": 2.441,
"aligned_source_interval": [
0.44099999999999984,
2.441
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E01_wrong_execution_8c7cc984/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E01_wrong_execution_8c7cc984/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E01_wrong_execution_8c7cc984",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "直接将整颗未切的洋葱放入煎锅中。",
"difference_from_correct": "正确视频中在进行常规准备，而错误视频中直接把整颗洋葱放进锅里。",
"physics_check": "通过",
"r... | {
"source_duration_s": 156.83,
"crop_start_s": 0,
"crop_end_s": 156.83,
"duration_s": 156.83,
"source_replacement_start_s": 35.988,
"source_replacement_end_s": 38.429,
"error_start_s": 35.988,
"error_end_s": 38.429,
"help_point_s": 35.988,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E01_wrong_execution_8c7cc984/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:43.373263+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E02_wrong_execution_de1b359c | wrong_execution | execution_deviation | Gently push cooked portions toward the center of the skillet using a spatula as eggs set around the edge of the skillet. | Vigorously stir the eggs in the skillet using a spatula. | Stop stirring, you're making scrambled eggs instead of an omelet! | The structural integrity of the omelet is destroyed, resulting in a different dish (scrambled eggs). | wrong_state | EgoExo4D | ee4d_iiith_cooking_120_4 | Complete the Cooking an Omelet correctly | ego | false | 10 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_120_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 85.517,
"want_s": 10.998,
"aligned_source_interval": [
3.0244499999999994,
10.998
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E02_wrong_execution_de1b359c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E02_wrong_execution_de1b359c/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E02_wrong_execution_de1b359c",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "操作者使用铲子剧烈搅拌并打碎煎蛋，将其做成了炒蛋，破坏了蛋卷的结构。",
"difference_from_correct": "视频1中操作者温和处理以保持蛋卷形状，而视频2中则直接将蛋液搅碎成炒蛋。",
"phys... | {
"source_duration_s": 156.83,
"crop_start_s": 0,
"crop_end_s": 156.83,
"duration_s": 156.83,
"source_replacement_start_s": 85.517,
"source_replacement_end_s": 96.515,
"error_start_s": 85.517,
"error_end_s": 96.515,
"help_point_s": 86.517,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_120_4_E02_wrong_execution_de1b359c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:44.118282+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_2_E01_wrong_execution_efddaf32 | wrong_execution | execution_deviation | Pour egg mixture into a skillet | Pour the egg mixture into a deep saucepan instead of the flat skillet. | Wait, pour it into the flat skillet—you can't fold an omelet in a deep pot! | The incorrect shape of the cookware prevents the egg from forming a foldable layer, ruining the intended dish. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_123_2 | Complete the Cooking an Omelet correctly | ego | false | 5.625 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_123_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 259.277,
"want_s": 4.839,
"aligned_source_interval": [
0,
3.5082750000000003
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_2_E01_wrong_execution_efddaf32/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_2_E01_wrong_execution_efddaf32/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_2_E01_wrong_execution_efddaf32",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 5.6,
"visible_error": "视频2中将蛋液倒入了一个深汤锅中，而不是平底煎锅。",
"difference_from_correct": "视频1使用的是平底煎锅，而视频2错误地使用了深汤锅，这会导致无法正常煎制和翻折蛋饼。",
"physi... | {
"source_duration_s": 371.93,
"crop_start_s": 199.277,
"crop_end_s": 319.277,
"duration_s": 120,
"source_replacement_start_s": 259.277,
"source_replacement_end_s": 264.116,
"error_start_s": 60,
"error_end_s": 64.839,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_2_E01_wrong_execution_efddaf32/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:44.912674+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_4_E02_substitution_8a1d2209 | substitution | object_or_predicate_swap | Whisk until the egg whites and yolks are well integrated. | Stir the eggs slowly with a rubber spatula instead of whisking them. | Grab a whisk or a fork to beat those eggs properly, a spatula won't mix them enough. | The lack of aeration and integration prevents the eggs from cooking into a cohesive, fluffy structure, ruining the texture of the final omelet. | wrong_state | EgoExo4D | ee4d_iiith_cooking_123_4 | Complete the Cooking an Omelet correctly | ego | false | 6.875 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 3,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_123_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 129.642,
"want_s": 4.303,
"aligned_source_interval": [
0,
4.303
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_4_E02_substitution_8a1d2209/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_4_E02_substitution_8a1d2209/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_4_E02_substitution_8a1d2209",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "在视频2中，操作者使用橙色橡胶刮刀缓慢搅拌碗中的生鸡蛋，而不是使用打蛋器或叉子进行快速打散。",
"difference_from_correct": "视频1中操作者使用工具快速搅拌杯中液体；而视频2中操作者改用橡胶刮刀缓慢搅... | {
"source_duration_s": 228.37,
"crop_start_s": 69.642,
"crop_end_s": 189.642,
"duration_s": 120,
"source_replacement_start_s": 129.642,
"source_replacement_end_s": 133.945,
"error_start_s": 60,
"error_end_s": 64.303,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_4_E02_substitution_8a1d2209/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:45.645393+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_6_E01_wrong_execution_257d96de | wrong_execution | execution_deviation | Add milk | Pour the milk into the sugar bowl instead of the tea cup. | Watch out, you're pouring the milk into the sugar bowl! | The milk is wasted in the sugar bowl, ruining the sugar, and the tea remains black. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_123_6 | Complete the Making Milk Tea correctly | ego | false | 9.833 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_123_6/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 5.282,
"want_s": 14.663,
"aligned_source_interval": [
2.566025,
13.563274999999999
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_6_E01_wrong_execution_257d96de/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_6_E01_wrong_execution_257d96de/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_6_E01_wrong_execution_257d96de",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 4,
"error_end_s": 8,
"visible_error": "将牛奶倒入桌上的小钢杯中，而不是倒入炉子上的锅里。",
"difference_from_correct": "正确视频中，牛奶被倒入炉子上的锅中加热；而错误视频中，牛奶被直接倒入桌上的小杯子里。",
"physic... | {
"source_duration_s": 158.27,
"crop_start_s": 0,
"crop_end_s": 158.27,
"duration_s": 158.27,
"source_replacement_start_s": 5.282,
"source_replacement_end_s": 19.945,
"error_start_s": 5.282,
"error_end_s": 19.945,
"help_point_s": 9.282,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_123_6_E01_wrong_execution_257d96de/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:46.454873+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_125_4_E02_wrong_execution_3da80b5d | wrong_execution | execution_deviation | Put away sugar | Pour more sugar into the tea cup. | Stop, you already added the sugar! | The milk tea becomes excessively sweet and potentially undrinkable. | off_step | EgoExo4D | ee4d_iiith_cooking_125_4 | Complete the Making Milk Tea correctly | ego | false | 6.625 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_125_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 50.071,
"want_s": 8.712,
"aligned_source_interval": [
2.3958,
8.712
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_125_4_E02_wrong_execution_3da80b5d/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_125_4_E02_wrong_execution_3da80b5d/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_125_4_E02_wrong_execution_3da80b5d",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "操作者没有将糖罐收回橱柜，而是向锅中倒入大量白糖。",
"difference_from_correct": "正确步骤是收回糖罐，错误步骤是继续向锅中加入过量的糖。",
"physics_check": "通过",
... | {
"source_duration_s": 130,
"crop_start_s": 0,
"crop_end_s": 130,
"duration_s": 130,
"source_replacement_start_s": 50.071,
"source_replacement_end_s": 58.783,
"error_start_s": 50.071,
"error_end_s": 58.783,
"help_point_s": 51.071,
"duration_status": "within_target",
"continuity_policy": "full_sour... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_125_4_E02_wrong_execution_3da80b5d/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:51.224119+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_128_2_E01_wrong_execution_91c442d9 | wrong_execution | execution_deviation | Transfer food to a plate | Transfer the cooked food onto the wooden cutting board. | Get a plate, the sauce is going to run right off that cutting board! | The sauce spills off the board, losing a key component of the dish and creating an unserveable mess on the counter. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_128_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 6.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_128_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 210.375,
"want_s": 7.935,
"aligned_source_interval": [
0,
7.935
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_128_2_E01_wrong_execution_91c442d9/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_128_2_E01_wrong_execution_91c442d9/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_128_2_E01_wrong_execution_91c442d9",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "视频2中将煮好的番茄炒蛋盛到了木质砧板上，而不是盘子里。",
"difference_from_correct": "视频1中将食物盛入印有花纹的盘子中，而视频2中则盛到了木质砧板上。",
"physics_chec... | {
"source_duration_s": 222.5,
"crop_start_s": 102.5,
"crop_end_s": 222.5,
"duration_s": 120,
"source_replacement_start_s": 210.375,
"source_replacement_end_s": 218.31,
"error_start_s": 107.875,
"error_end_s": 115.81,
"help_point_s": 107.875,
"duration_status": "within_target",
"continuity_policy":... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_128_2_E01_wrong_execution_91c442d9/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:53.687407+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_12_1_E02_wrong_execution_07086ed4 | wrong_execution | execution_deviation | Add salt | Sprinkle black pepper into the eggs. | Wait, you grabbed the pepper instead of the salt! | The dish lacks the required salt for basic flavor enhancement, resulting in an improperly seasoned omelet. | wrong_object | EgoExo4D | ee4d_iiith_cooking_12_1 | Complete the Cooking an Omelet correctly | ego | false | 5.958 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_12_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 69.963,
"want_s": 4.487,
"aligned_source_interval": [
0.785225,
4.487
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_12_1_E02_wrong_execution_07086ed4/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_12_1_E02_wrong_execution_07086ed4/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_12_1_E02_wrong_execution_07086ed4",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "向蛋液中添加了黑胡椒粉而非食盐。",
"difference_from_correct": "正确动作应添加食盐，错误动作添加了黑胡椒。",
"physics_check": "通过",
"reason": "视频2... | {
"source_duration_s": 281.87,
"crop_start_s": 9.963,
"crop_end_s": 129.963,
"duration_s": 120,
"source_replacement_start_s": 69.963,
"source_replacement_end_s": 74.45,
"error_start_s": 60,
"error_end_s": 64.487,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s_ev... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_12_1_E02_wrong_execution_07086ed4/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:54.288786+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_130_2_E03_wrong_execution_97c22eff | wrong_execution | execution_deviation | Adjust the stove heat | Turn the knob for the adjacent empty burner instead of the one under the pan. | You're turning the wrong knob, that's for the empty burner! | Because the heat is not turned down, the tomatoes and eggs will overcook or burn in the pan. | wrong_object | EgoExo4D | ee4d_iiith_cooking_130_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 4.875 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_130_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 234.547,
"want_s": 3.294,
"aligned_source_interval": [
0,
3.0469500000000003
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_130_2_E03_wrong_execution_97c22eff/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_130_2_E03_wrong_execution_97c22eff/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_130_2_E03_wrong_execution_97c22eff",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "操作者旋转了右侧空炉头的旋钮并将其点燃，而平底锅在左侧炉头上。",
"difference_from_correct": "正确动作应调节平底锅下方的炉头火力，而错误动作点燃了相邻的空炉头。",
"physics_ch... | {
"source_duration_s": 345.87,
"crop_start_s": 174.547,
"crop_end_s": 294.547,
"duration_s": 120,
"source_replacement_start_s": 234.547,
"source_replacement_end_s": 237.841,
"error_start_s": 60,
"error_end_s": 63.294,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_130_2_E03_wrong_execution_97c22eff/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:55.408326+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E01_wrong_execution_66fea9c6 | wrong_execution | execution_deviation | Adjust the stove heat | Turn the knob for the adjacent empty burner instead of the one under the pan. | You're turning the wrong knob, that's for the empty burner! | Because the heat is not turned down, the tomatoes and eggs will overcook or burn in the pan. | wrong_object | EgoExo4D | ee4d_iiith_cooking_131_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 6.792 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_131_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 340.018,
"want_s": 4.259,
"aligned_source_interval": [
0,
4.259
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E01_wrong_execution_66fea9c6/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E01_wrong_execution_66fea9c6/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E01_wrong_execution_66fea9c6",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "操作者错误地旋转了右侧空炉头的开关，导致空炉头点火，而未调节左侧有锅的炉头。",
"difference_from_correct": "正确视频中调节的是左侧有锅的炉头；错误视频中调节并点燃了右侧无锅的空炉头。",
... | {
"source_duration_s": 408.67,
"crop_start_s": 280.018,
"crop_end_s": 400.018,
"duration_s": 120,
"source_replacement_start_s": 340.018,
"source_replacement_end_s": 344.277,
"error_start_s": 60,
"error_end_s": 64.259,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E01_wrong_execution_66fea9c6/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:44:57.129027+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E03_substitution_8b722734 | substitution | object_or_predicate_swap | Add eggs | Crack a whole egg directly into the pan. | Wait, you need to beat the eggs in a bowl before adding them! | The eggs fail to form the necessary scrambled curds, fundamentally altering the texture and integration of the final dish. | wrong_state | EgoExo4D | ee4d_iiith_cooking_131_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 10 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_131_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 264.49,
"want_s": 6.406,
"aligned_source_interval": [
0,
5.925549999999999
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E03_substitution_8b722734/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E03_substitution_8b722734/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E03_substitution_8b722734",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 9,
"visible_error": "视频2中直接将一整颗生鸡蛋打入锅中，而不是像视频1中那样先在碗里打散再倒入。",
"difference_from_correct": "视频1中，操作者将打散的蛋液倒入锅中；而视频2中，操作者直接将整颗鸡蛋打入锅中，导致无法... | {
"source_duration_s": 408.67,
"crop_start_s": 204.49,
"crop_end_s": 324.49,
"duration_s": 120,
"source_replacement_start_s": 264.49,
"source_replacement_end_s": 270.896,
"error_start_s": 60,
"error_end_s": 66.406,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s_... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_131_2_E03_substitution_8b722734/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:03.073941+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_2_E02_wrong_execution_032c459e | wrong_execution | execution_deviation | Get spatula | Get a whisk. | You need the spatula, that whisk will just get clogged with the eggs and tomatoes! | The solid ingredients will get stuck inside the whisk's wires, making it impossible to stir the food properly and causing the eggs to burn on the bottom of the pan. | wrong_object | EgoExo4D | ee4d_iiith_cooking_132_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 6.958 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_132_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 317.732,
"want_s": 5.282,
"aligned_source_interval": [
0,
4.35765
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_2_E02_wrong_execution_032c459e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_2_E02_wrong_execution_032c459e/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_2_E02_wrong_execution_032c459e",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "操作者在视频2中从抽屉里拿出了打蛋器，而不是视频1中使用的铲子。",
"difference_from_correct": "视频1中正确拿取了蓝色铲子，而视频2中错误地拿取了金属打蛋器。",
"physics_che... | {
"source_duration_s": 415.83,
"crop_start_s": 257.732,
"crop_end_s": 377.732,
"duration_s": 120,
"source_replacement_start_s": 317.732,
"source_replacement_end_s": 323.014,
"error_start_s": 60,
"error_end_s": 65.282,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_2_E02_wrong_execution_032c459e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:12.473340+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_4_E02_substitution_588d1c13 | substitution | object_or_predicate_swap | Get a bowl | Get a flat plate. | Grab a bowl instead, the eggs will spill right off that plate. | The liquid eggs will spill over the edges of the flat plate when cracked or beaten, creating a mess and losing necessary ingredients. | wrong_object | EgoExo4D | ee4d_iiith_cooking_132_4 | Complete the Cooking Tomato & Eggs correctly | ego | false | 3.25 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_132_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 112.083,
"want_s": 2.049,
"aligned_source_interval": [
0,
2.049
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_4_E02_substitution_588d1c13/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_4_E02_substitution_588d1c13/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_4_E02_substitution_588d1c13",
"label": "有问题",
"confidence": 1,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中展示并拿取了一个扁平的白色盘子，而不是碗。",
"difference_from_correct": "正确视频中拿取的是一个绿色的碗，而错误视频中拿取的是一个扁平的白色盘子，这会导致后续打鸡蛋时蛋液溢出。",
"phys... | {
"source_duration_s": 314.57,
"crop_start_s": 52.083,
"crop_end_s": 172.083,
"duration_s": 120,
"source_replacement_start_s": 112.083,
"source_replacement_end_s": 114.132,
"error_start_s": 60,
"error_end_s": 62.049,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_132_4_E02_substitution_588d1c13/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:13.184948+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_137_2_E02_wrong_execution_abfc4645 | wrong_execution | execution_deviation | Add black pepper | Shake salt into the pan instead of black pepper. | Wait, you're adding salt instead of pepper! | The dish becomes too salty to eat and lacks the correct flavor profile. | wrong_object | EgoExo4D | ee4d_iiith_cooking_137_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 8.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_137_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 98.007,
"want_s": 13.1,
"aligned_source_interval": [
2.2925,
10.807500000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_137_2_E02_wrong_execution_abfc4645/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_137_2_E02_wrong_execution_abfc4645/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_137_2_E02_wrong_execution_abfc4645",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 7,
"visible_error": "视频2中操作者向碗中撒入食盐，而非视频1中的黑胡椒。",
"difference_from_correct": "视频1使用研磨器添加黑胡椒，视频2错误地使用盐罐撒入食盐。",
"physics_check": "通过... | {
"source_duration_s": 349.17,
"crop_start_s": 38.007,
"crop_end_s": 158.007,
"duration_s": 120,
"source_replacement_start_s": 98.007,
"source_replacement_end_s": 111.107,
"error_start_s": 60,
"error_end_s": 73.1,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s_e... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_137_2_E02_wrong_execution_abfc4645/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:14.426358+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_142_2_E02_substitution_37fef02c | substitution | object_or_predicate_swap | Cut tomato | Mince the tomato into tiny pieces. | Stop mincing it, you need big chunks for tomato and eggs! | The finely minced tomato will release too much liquid too quickly when cooked, turning the stir-fry into a watery soup and ruining the intended texture. | wrong_state | EgoExo4D | ee4d_iiith_cooking_142_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 6.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_142_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 111.336,
"want_s": 12.145,
"aligned_source_interval": [
0.9108749999999999,
11.234124999999999
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_142_2_E02_substitution_37fef02c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_142_2_E02_substitution_37fef02c/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_142_2_E02_substitution_37fef02c",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "番茄被切得过于细碎，呈碎末状。",
"difference_from_correct": "视频1中番茄切成较大块，而视频2中番茄被剁成了极小的碎末。",
"physics_check": "通过",
"reason":... | {
"source_duration_s": 246.3,
"crop_start_s": 51.336,
"crop_end_s": 171.336,
"duration_s": 120,
"source_replacement_start_s": 111.336,
"source_replacement_end_s": 123.481,
"error_start_s": 60,
"error_end_s": 72.145,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_142_2_E02_substitution_37fef02c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:15.126863+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_145_2_E04_wrong_execution_503176ff | wrong_execution | execution_deviation | Put away chopping board | Place the chopping board on the stove burner. | Don't put the board on the stove, it could melt or catch fire! | The board blocks the stove, preventing the pan from being used for the eggs and tomatoes, and poses a severe safety risk if the burner is hot. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_145_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 4.875 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_145_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 377.836,
"want_s": 3.096,
"aligned_source_interval": [
0,
3.096
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_145_2_E04_wrong_execution_503176ff/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_145_2_E04_wrong_execution_503176ff/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_145_2_E04_wrong_execution_503176ff",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "将塑料砧板直接放置在燃气灶炉头上。",
"difference_from_correct": "正确视频中砧板被收纳在下方，而错误视频中将其放在炉灶上，易引发安全问题。",
"physics_check": "通过",... | {
"source_duration_s": 445.77,
"crop_start_s": 317.836,
"crop_end_s": 437.836,
"duration_s": 120,
"source_replacement_start_s": 377.836,
"source_replacement_end_s": 380.932,
"error_start_s": 60,
"error_end_s": 63.096,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_145_2_E04_wrong_execution_503176ff/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:15.539123+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_substitution_ab70bddc | substitution | object_or_predicate_swap | Add salt | Pour soy sauce into the pan. | Wait, that's soy sauce, you need to add salt! | The dish's flavor and appearance are permanently altered, failing to meet the standard recipe for Tomato & Eggs. | wrong_object | EgoExo4D | ee4d_iiith_cooking_146_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 5.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_146_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 138.186,
"want_s": 6.447,
"aligned_source_interval": [
0.48352500000000004,
4.029375
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_substitution_ab70bddc/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_substitution_ab70bddc/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_substitution_ab70bddc",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中向锅里的西红柿中倒入酱油，而不是添加盐。",
"difference_from_correct": "正确视频中，操作者从绿色罐子中用勺子舀取调料（盐）加入碗中；而错误视频中，操作者直接往锅里的西红柿中倒入酱油。",
... | {
"source_duration_s": 284.97,
"crop_start_s": 78.186,
"crop_end_s": 198.186,
"duration_s": 120,
"source_replacement_start_s": 138.186,
"source_replacement_end_s": 144.633,
"error_start_s": 60,
"error_end_s": 66.447,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_substitution_ab70bddc/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cookin... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:15.967871+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_wrong_execution_6c7d6a3d | wrong_execution | execution_deviation | Whisk until the egg whites and yolks are well integrated. | Whisk the eggs only once or twice, leaving the yolks and whites mostly unmixed. | Keep whisking, they aren't fully mixed yet! | The eggs will cook into uneven, rubbery patches of white and dense yolk, ruining the intended cohesive, fluffy texture of the dish. | wrong_state | EgoExo4D | ee4d_iiith_cooking_146_2 | Complete the Cooking Tomato & Eggs correctly | ego | false | 5.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_146_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 164.042,
"want_s": 4.971,
"aligned_source_interval": [
0,
4.5981749999999995
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_wrong_execution_6c7d6a3d/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_wrong_execution_6c7d6a3d/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_wrong_execution_6c7d6a3d",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "视频2中，操作者仅用勺子轻搅了两下，蛋黄和蛋白几乎完全没有融合，处于未打散状态。",
"difference_from_correct": "视频1中鸡蛋已搅拌均匀呈黄色液体，而视频2中蛋黄和蛋白基本分离，未进行有效搅拌... | {
"source_duration_s": 284.97,
"crop_start_s": 104.042,
"crop_end_s": 224.042,
"duration_s": 120,
"source_replacement_start_s": 164.042,
"source_replacement_end_s": 169.013,
"error_start_s": 60,
"error_end_s": 64.971,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_146_2_E02_wrong_execution_6c7d6a3d/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:16.414900+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E01_wrong_execution_9be4f8c0 | wrong_execution | execution_deviation | Get oil | Get the bottle of vinegar. | Wait, that's the vinegar, you need the oil! | The eggs will stick to the pan and burn, and the omelet will taste strongly of vinegar, ruining the dish. | wrong_object | EgoExo4D | ee4d_iiith_cooking_16_1 | Complete the Cooking an Omelet correctly | ego | false | 7.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_16_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 253.676,
"want_s": 5.409,
"aligned_source_interval": [
0,
5.409
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E01_wrong_execution_9be4f8c0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E01_wrong_execution_9be4f8c0/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E01_wrong_execution_9be4f8c0",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "视频中拿取了标有醋（Vinegar）的瓶子，而不是烹饪所需的食用油。",
"difference_from_correct": "正确视频中拿取的是后方的食用油，而错误视频中拿取并展示了前方的醋瓶。",
"physics... | {
"source_duration_s": 401.5,
"crop_start_s": 193.676,
"crop_end_s": 313.676,
"duration_s": 120,
"source_replacement_start_s": 253.676,
"source_replacement_end_s": 259.085,
"error_start_s": 60,
"error_end_s": 65.409,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E01_wrong_execution_9be4f8c0/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:16.822333+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E02_substitution_152bee89 | substitution | object_or_predicate_swap | Get salt | Pick up the pepper shaker. | That's the pepper, grab the salt instead. | The omelet will lack essential salt for flavor, resulting in a bland or incorrectly flavored dish. | wrong_object | EgoExo4D | ee4d_iiith_cooking_16_1 | Complete the Cooking an Omelet correctly | ego | false | 4.833 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_16_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 63.151,
"want_s": 7.383,
"aligned_source_interval": [
0,
7.383
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E02_substitution_152bee89/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E02_substitution_152bee89/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E02_substitution_152bee89",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 4.8,
"visible_error": "视频2中，操作者从橱柜中拿取了黑胡椒瓶，而不是食盐罐。",
"difference_from_correct": "在视频1中，操作者正确地从橱柜中拿取了带有黄色盖子的食盐罐；而在视频2中，操作者错误地拿取了黑色的胡椒粉瓶。... | {
"source_duration_s": 401.5,
"crop_start_s": 3.151,
"crop_end_s": 123.151,
"duration_s": 120,
"source_replacement_start_s": 63.151,
"source_replacement_end_s": 70.534,
"error_start_s": 60,
"error_end_s": 67.383,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "120s_ev... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_16_1_E02_substitution_152bee89/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:17.271660+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_18_1_E02_wrong_execution_a1ebde31 | wrong_execution | execution_deviation | Add tea leaves | Pour the loose tea leaves directly into the serving cup instead of the teapot. | Don't put the loose leaves straight in the cup, you need to brew them in the teapot first! | The final milk tea will be full of loose leaves and improperly brewed, making it gritty and unpleasant to drink. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_18_1 | Complete the Making Milk Tea correctly | ego | false | 6.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_18_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 90.495,
"want_s": 8.949,
"aligned_source_interval": [
0.6711750000000001,
8.277825
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_18_1_E02_wrong_execution_a1ebde31/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_18_1_E02_wrong_execution_a1ebde31/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_18_1_E02_wrong_execution_a1ebde31",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "将茶叶直接放入了玻璃杯中，而不是正在加热的奶锅里。",
"difference_from_correct": "视频1中将茶叶加入奶锅中煮，而视频2中将茶叶直接放入空的玻璃杯中。",
"physics_check": "... | {
"source_duration_s": 262,
"crop_start_s": 30.495,
"crop_end_s": 150.495,
"duration_s": 120,
"source_replacement_start_s": 90.495,
"source_replacement_end_s": 99.444,
"error_start_s": 60,
"error_end_s": 68.949,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s_eve... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_18_1_E02_wrong_execution_a1ebde31/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:18.150730+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_19_1_E02_wrong_execution_188a8591 | wrong_execution | execution_deviation | Whisk until the egg whites and yolks are well integrated. | Whisk the eggs for only a second, leaving the whites and yolks unmixed. | Keep whisking, they aren't fully mixed yet! | The uneven mixture results in an omelet with inconsistent texture and flavor, failing the culinary standard for the dish. | wrong_state | EgoExo4D | ee4d_iiith_cooking_19_1 | Complete the Cooking an Omelet correctly | ego | false | 4.833 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_19_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 188.297,
"want_s": 4.976,
"aligned_source_interval": [
0,
4.976
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_19_1_E02_wrong_execution_188a8591/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_19_1_E02_wrong_execution_188a8591/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_19_1_E02_wrong_execution_188a8591",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "搅拌时间过短，蛋黄和蛋白未融合。",
"difference_from_correct": "正确动作需持续搅拌至均匀，错误动作仅搅拌一秒即停止。",
"physics_check": "通过",
"reason"... | {
"source_duration_s": 340.17,
"crop_start_s": 128.297,
"crop_end_s": 248.297,
"duration_s": 120,
"source_replacement_start_s": 188.297,
"source_replacement_end_s": 193.273,
"error_start_s": 60,
"error_end_s": 64.976,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_19_1_E02_wrong_execution_188a8591/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:18.614739+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_23_1_E01_wrong_execution_e5c176bd | wrong_execution | execution_deviation | Add salt | Sprinkle black pepper onto the salad instead of salt. | Wait, you grabbed the pepper instead of the salt. | The salad remains under-seasoned and lacks the flavor and textural changes that salt provides, resulting in a bland dish. | wrong_object | EgoExo4D | ee4d_iiith_cooking_23_1 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 4.833 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_23_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 122.482,
"want_s": 9.001,
"aligned_source_interval": [
0,
9.001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_23_1_E01_wrong_execution_e5c176bd/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_23_1_E01_wrong_execution_e5c176bd/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_23_1_E01_wrong_execution_e5c176bd",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "操作者在视频2中向沙拉里撒入了黑胡椒粉，而不是食盐。",
"difference_from_correct": "视频1中加入的是白色的食盐，而视频2中加入的是灰褐色的黑胡椒粉。",
"physics_check": "... | {
"source_duration_s": 176.77,
"crop_start_s": 0,
"crop_end_s": 176.77,
"duration_s": 176.77,
"source_replacement_start_s": 122.482,
"source_replacement_end_s": 131.483,
"error_start_s": 122.482,
"error_end_s": 131.483,
"help_point_s": 122.482,
"duration_status": "within_target",
"continuity_polic... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_23_1_E01_wrong_execution_e5c176bd/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:19.084955+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_28_1_E04_wrong_execution_90ec6657 | wrong_execution | execution_deviation | Whisk until the egg whites and yolks are well integrated. | Whisk the eggs only once or twice, leaving the yolks and whites visibly unmixed. | Keep whisking, the yolks and whites aren't mixed together yet! | The unmixed egg whites and yolks will cook at different rates and remain separate, ruining the uniform texture and appearance of the final dish. | wrong_state | EgoExo4D | ee4d_iiith_cooking_28_1 | Complete the Cooking an Omelet correctly | ego | false | 6.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_28_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 199.106,
"want_s": 6.908,
"aligned_source_interval": [
0.5181,
6.908
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_28_1_E04_wrong_execution_90ec6657/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_28_1_E04_wrong_execution_90ec6657/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_28_1_E04_wrong_execution_90ec6657",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "蛋液仅被轻微搅拌，蛋黄和蛋白未融合。",
"difference_from_correct": "正确动作中蛋液被均匀打散，错误动作中仅戳破蛋黄即停止。",
"physics_check": "通过",
"reaso... | {
"source_duration_s": 337.67,
"crop_start_s": 139.106,
"crop_end_s": 259.106,
"duration_s": 120,
"source_replacement_start_s": 199.106,
"source_replacement_end_s": 206.014,
"error_start_s": 60,
"error_end_s": 66.908,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:19.561779+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_substitution_ddf6509e | substitution | object_or_predicate_swap | Get skillet or frying pan or wok | Get a deep saucepan. | Grab a flat skillet instead, you won't be able to flip an omelet in that deep pot. | The high walls of the saucepan block the spatula from entering at a low angle, causing the omelet to tear or turn into scrambled eggs when folding. | wrong_object | EgoExo4D | ee4d_iiith_cooking_30_1 | Complete the Cooking an Omelet correctly | ego | false | 6.625 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_30_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 30.352,
"want_s": 7.966,
"aligned_source_interval": [
0.59745,
7.966
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_substitution_ddf6509e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_substitution_ddf6509e/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_substitution_ddf6509e",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "拿取了深汤锅而非平底煎锅。",
"difference_from_correct": "正确视频使用平底锅，错误视频使用了高壁深汤锅，不便于煎蛋翻面。",
"physics_check": "通过",
"reason":... | {
"source_duration_s": 329.8,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 30.352,
"source_replacement_end_s": 38.318,
"error_start_s": 30.352,
"error_end_s": 38.318,
"help_point_s": 31.352,
"duration_status": "within_target",
"continuity_policy": "120s_ev... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_substitution_ddf6509e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:20.051431+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_wrong_execution_e22b289e | wrong_execution | execution_deviation | Add pepper | Pour a large, thick layer of pepper over the eggs. | Whoa, stop, that's way too much pepper! | The excessive seasoning makes the food unpalatable, ruining the final product. | wrong_quantity | EgoExo4D | ee4d_iiith_cooking_30_1 | Complete the Cooking an Omelet correctly | ego | false | 5.958 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_30_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 165.471,
"want_s": 4.918,
"aligned_source_interval": [
0.86065,
4.54915
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_wrong_execution_e22b289e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_wrong_execution_e22b289e/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_wrong_execution_e22b289e",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "向碗中倒入过量的红色辣椒粉，几乎覆盖了所有食材。",
"difference_from_correct": "正确动作是仅添加少量调味粉，而错误动作是直接倒入大量粉末，导致用量严重超标。",
"physics_check... | {
"source_duration_s": 329.8,
"crop_start_s": 105.471,
"crop_end_s": 225.471,
"duration_s": 120,
"source_replacement_start_s": 165.471,
"source_replacement_end_s": 170.389,
"error_start_s": 60,
"error_end_s": 64.918,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_30_1_E01_wrong_execution_e22b289e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:20.551831+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_32_1_E03_wrong_execution_36662b74 | wrong_execution | execution_deviation | Gently push cooked portions toward the center of the skillet using a spatula as eggs set around the edge of the skillet. | Vigorously stir and break up the setting eggs in the skillet using a spatula. | Stop stirring, you're making scrambled eggs instead of an omelet! | The structural integrity of the egg base is destroyed, turning the dish into scrambled eggs and making the folding step impossible. | wrong_state | EgoExo4D | ee4d_iiith_cooking_32_1 | Complete the Cooking an Omelet correctly | ego | false | 7.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_32_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 236.49,
"want_s": 4.478,
"aligned_source_interval": [
0,
4.478
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_32_1_E03_wrong_execution_36662b74/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_32_1_E03_wrong_execution_36662b74/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_32_1_E03_wrong_execution_36662b74",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "操作者用铲子剧烈搅拌并打碎正在凝固的鸡蛋，将其做成了炒蛋。",
"difference_from_correct": "视频1保持蛋饼完整并翻面，视频2将蛋液打碎成散碎炒蛋。",
"physics_check": "通过... | {
"source_duration_s": 290.67,
"crop_start_s": 170.67,
"crop_end_s": 290.67,
"duration_s": 120,
"source_replacement_start_s": 236.49,
"source_replacement_end_s": 240.968,
"error_start_s": 65.82,
"error_end_s": 70.298,
"help_point_s": 65.82,
"duration_status": "within_target",
"continuity_policy": ... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_32_1_E03_wrong_execution_36662b74/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:21.003449+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_40_1_E01_wrong_execution_1f45b6e0 | wrong_execution | execution_deviation | Add oil | Pour a massive amount of oil into the pan. | Stop pouring, that's way too much oil! | The excessive oil will make the omelet overly greasy and unappetizing, failing the culinary goal of the task. | wrong_quantity | EgoExo4D | ee4d_iiith_cooking_40_1 | Complete the Cooking an Omelet correctly | ego | false | 6.125 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_40_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 143.754,
"want_s": 8.501,
"aligned_source_interval": [
3.187875,
7.013325
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_40_1_E01_wrong_execution_1f45b6e0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_40_1_E01_wrong_execution_1f45b6e0/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_40_1_E01_wrong_execution_1f45b6e0",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "向锅中倒入过量的油，导致煎蛋完全浸泡在油中。",
"difference_from_correct": "正确动作是用勺子适量涂抹少许油，而错误动作是直接从容器中大量倾倒油。",
"physics_check": "通过... | {
"source_duration_s": 211.9,
"crop_start_s": 83.754,
"crop_end_s": 203.754,
"duration_s": 120,
"source_replacement_start_s": 143.754,
"source_replacement_end_s": 152.255,
"error_start_s": 60,
"error_end_s": 68.501,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_40_1_E01_wrong_execution_1f45b6e0/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:21.462946+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_41_3_E02_wrong_execution_691f5c7f | wrong_execution | execution_deviation | Add pepper | Shake salt over the salad. | That's the salt shaker, you need the pepper. | The dish becomes overly salty and lacks the intended pepper flavor, ruining the taste and making it unpalatable. | wrong_object | EgoExo4D | ee4d_iiith_cooking_41_3 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 4.125 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_41_3/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 77.589,
"want_s": 2.598,
"aligned_source_interval": [
0,
2.598
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_41_3_E02_wrong_execution_691f5c7f/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_41_3_E02_wrong_execution_691f5c7f/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_41_3_E02_wrong_execution_691f5c7f",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中使用了盐罐撒盐，而非加入胡椒。",
"difference_from_correct": "视频1研磨并准备加入胡椒，视频2直接撒盐。",
"physics_check": "通过",
"reason": "... | {
"source_duration_s": 104.83,
"crop_start_s": 0,
"crop_end_s": 104.83,
"duration_s": 104.83,
"source_replacement_start_s": 77.589,
"source_replacement_end_s": 80.187,
"error_start_s": 77.589,
"error_end_s": 80.187,
"help_point_s": 77.589,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_41_3_E02_wrong_execution_691f5c7f/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:21.787968+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E01_wrong_execution_23fb8b09 | wrong_execution | execution_deviation | Adjust the stove heat | Turn the stove dial to the maximum heat setting. | Turn the heat down, not up, the milk is going to boil over! | The milk boils over, causing a burning mess on the stove and losing the contents of the pot. | wrong_state | EgoExo4D | ee4d_iiith_cooking_43_1 | Complete the Making Milk Tea correctly | ego | false | 4.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_43_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 169.784,
"want_s": 2.746,
"aligned_source_interval": [
0,
2.746
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E01_wrong_execution_23fb8b09/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E01_wrong_execution_23fb8b09/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E01_wrong_execution_23fb8b09",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "调节炉火时火力过大，导致火焰向上蔓延并包围了锅具边缘。",
"difference_from_correct": "与正确动作相比，错误动作中将炉火调得过大，火焰溢出锅底，未安全控制火候。",
"physics_chec... | {
"source_duration_s": 196.83,
"crop_start_s": 76.83,
"crop_end_s": 196.83,
"duration_s": 120,
"source_replacement_start_s": 169.784,
"source_replacement_end_s": 172.53,
"error_start_s": 92.954,
"error_end_s": 95.7,
"help_point_s": 92.954,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E01_wrong_execution_23fb8b09/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:22.806652+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E02_wrong_execution_6c28198e | wrong_execution | execution_deviation | Get milk | Get the juice carton. | Wait, that's the juice carton, you need the milk. | The wrong ingredient will be added to the tea, ruining the recipe and the taste of the beverage. | wrong_object | EgoExo4D | ee4d_iiith_cooking_43_1 | Complete the Making Milk Tea correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_43_1/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 31.476,
"want_s": 2.127,
"aligned_source_interval": [
0.12699999999999978,
2.127
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E02_wrong_execution_6c28198e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E02_wrong_execution_6c28198e/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E02_wrong_execution_6c28198e",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "拿取了橙汁纸盒，而非牛奶。",
"difference_from_correct": "正确视频中在操作厨具，错误视频中拿起了橙汁盒。",
"physics_check": "通过",
"reason": "错误视频... | {
"source_duration_s": 196.83,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 31.476,
"source_replacement_end_s": 33.603,
"error_start_s": 31.476,
"error_end_s": 33.603,
"help_point_s": 31.476,
"duration_status": "within_target",
"continuity_policy": "120s_e... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_1_E02_wrong_execution_6c28198e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:36.517476+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_substitution_8a7a13c5 | substitution | object_or_predicate_swap | Cut tomato | Peel the tomato with a vegetable peeler instead of cutting it. | You don't need to peel the tomato, just chop it up! | The tomato is not portioned into pieces, making it impossible to properly assemble or eat the salad as intended. | wrong_state | EgoExo4D | ee4d_iiith_cooking_43_3 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 4.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_43_3/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 60.758,
"want_s": 2.73,
"aligned_source_interval": [
0,
2.73
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_substitution_8a7a13c5/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_substitution_8a7a13c5/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_substitution_8a7a13c5",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中，操作者使用削皮刀削去西红柿皮，而不是将其切块。",
"difference_from_correct": "视频1中，操作者直接在案板上切配食材；视频2中，操作者用削皮器剥皮，未进行切块。",
"physics_ch... | {
"source_duration_s": 120.67,
"crop_start_s": 0,
"crop_end_s": 120.67,
"duration_s": 120.67,
"source_replacement_start_s": 60.758,
"source_replacement_end_s": 63.488,
"error_start_s": 60.758,
"error_end_s": 63.488,
"help_point_s": 60.758,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_substitution_8a7a13c5/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:39.522065+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_wrong_execution_dd914606 | wrong_execution | execution_deviation | Wipe hands | Wipe hands with the dirty counter rag. | Don't use the dirty counter rag to dry your hands! | Cross-contamination introduces bacteria from the counter to the fresh salad ingredients, making the dish unsafe to eat. | wrong_state | EgoExo4D | ee4d_iiith_cooking_43_3 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_43_3/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 80.407,
"want_s": 2.178,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_wrong_execution_dd914606/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_wrong_execution_dd914606/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_wrong_execution_dd914606",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中擦手使用的抹布表面有大片明显的黑色污渍。",
"difference_from_correct": "视频1中使用的擦手布干净无明显污渍，视频2中的抹布极脏。",
"physics_check": "通过",
... | {
"source_duration_s": 120.67,
"crop_start_s": 0,
"crop_end_s": 120.67,
"duration_s": 120.67,
"source_replacement_start_s": 80.407,
"source_replacement_end_s": 82.585,
"error_start_s": 80.407,
"error_end_s": 82.585,
"help_point_s": 80.407,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_43_3_E02_wrong_execution_dd914606/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:40.669310+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_55_2_E02_substitution_86fc4c97 | substitution | object_or_predicate_swap | Add oil | Pour soy sauce into the pan. | Wait, that's soy sauce, you need to use oil so the eggs don't stick! | Without oil, the eggs will stick to the pan, tear when the person attempts to fold them, and burn, ruining the omelet. | wrong_object | EgoExo4D | ee4d_iiith_cooking_55_2 | Complete the Cooking an Omelet correctly | ego | false | 9.125 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_55_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 258.579,
"want_s": 13.397,
"aligned_source_interval": [
0,
13.397
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_55_2_E02_substitution_86fc4c97/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_55_2_E02_substitution_86fc4c97/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_55_2_E02_substitution_86fc4c97",
"label": "有问题",
"confidence": 1,
"error_start_s": 1,
"error_end_s": 7,
"visible_error": "视频2中，操作者往平底锅中倒入的是深色的酱油，而不是煎蛋所需的食用油。",
"difference_from_correct": "视频1中倒入的是透明的食用油，而视频2中倒入的是黑色的酱油，这会导致煎蛋失败。",
"physic... | {
"source_duration_s": 423.57,
"crop_start_s": 198.579,
"crop_end_s": 318.579,
"duration_s": 120,
"source_replacement_start_s": 258.579,
"source_replacement_end_s": 271.976,
"error_start_s": 60,
"error_end_s": 73.397,
"help_point_s": 61,
"duration_status": "within_target",
"continuity_policy": "12... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_55_2_E02_substitution_86fc4c97/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:42.320446+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_57_4_E01_wrong_execution_88afecaf | wrong_execution | execution_deviation | Wash cucumber | Slice the cucumber on the cutting board. | Wait, you need to wash the cucumber before you slice it! | The salad is prepared with unwashed produce, compromising food safety and quality. | off_step | EgoExo4D | ee4d_iiith_cooking_57_4 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 5.292 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_57_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 10.771,
"want_s": 3.364,
"aligned_source_interval": [
0,
3.364
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_57_4_E01_wrong_execution_88afecaf/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_57_4_E01_wrong_execution_88afecaf/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_57_4_E01_wrong_execution_88afecaf",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中直接开始切黄瓜，未进行清洗。",
"difference_from_correct": "视频1先在水槽清洗黄瓜，视频2则直接在案板上切片。",
"physics_check": "通过",
"reason"... | {
"source_duration_s": 128.07,
"crop_start_s": 0,
"crop_end_s": 128.07,
"duration_s": 128.07,
"source_replacement_start_s": 10.771,
"source_replacement_end_s": 14.135,
"error_start_s": 10.771,
"error_end_s": 14.135,
"help_point_s": 10.771,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_57_4_E01_wrong_execution_88afecaf/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:42.808051+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_59_2_E02_substitution_ce64b91f | substitution | object_or_predicate_swap | Add oil | Pour the oil into the bowl of beaten eggs instead of the frying pan. | Wait, the oil goes in the pan, not in the eggs! | Because the pan is dry, the eggs will stick to the hot metal and tear when the cook attempts to fold or flip the omelet, ruining its structure. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_59_2 | Complete the Cooking an Omelet correctly | ego | false | 8.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_59_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 148.29,
"want_s": 6.665,
"aligned_source_interval": [
1.166375,
6.665
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_59_2_E02_substitution_ce64b91f/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_59_2_E02_substitution_ce64b91f/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_59_2_E02_substitution_ce64b91f",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "在视频2中，操作者将油直接倒入装有打散鸡蛋的碗中，而不是倒入煎锅中。",
"difference_from_correct": "视频1中，操作者将油倒入炉子上的煎锅中；而视频2中，操作者将油倒进了装鸡蛋的碗里。",
"ph... | {
"source_duration_s": 279.5,
"crop_start_s": 88.29,
"crop_end_s": 208.29,
"duration_s": 120,
"source_replacement_start_s": 148.29,
"source_replacement_end_s": 154.955,
"error_start_s": 60,
"error_end_s": 66.665,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "120s_ev... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_59_2_E02_substitution_ce64b91f/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:45:43.242464+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E01_wrong_execution_82e7d7b0 | wrong_execution | execution_deviation | Add water | Pour the water into the milk container. | Watch out, you're pouring the water into the milk! | The tea leaves are not steeped, preventing the tea from being made, and the milk is diluted. | wrong_destination | EgoExo4D | ee4d_iiith_cooking_60_2 | Complete the Making Milk Tea correctly | ego | false | 3.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_60_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 19.469,
"want_s": 3.447,
"aligned_source_interval": [
0,
2.154375
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E01_wrong_execution_82e7d7b0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E01_wrong_execution_82e7d7b0/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E01_wrong_execution_82e7d7b0",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "将水倒入牛奶壶中，而非红锅中。",
"difference_from_correct": "正确视频中水被倒入炉上的红锅；错误视频中水被倒入装有牛奶的玻璃壶。",
"physics_check": "通过",
"re... | {
"source_duration_s": 147.9,
"crop_start_s": 0,
"crop_end_s": 147.9,
"duration_s": 147.9,
"source_replacement_start_s": 19.469,
"source_replacement_end_s": 22.916,
"error_start_s": 19.469,
"error_end_s": 22.916,
"help_point_s": 19.469,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
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"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:28.801900+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E02_substitution_e168d7c4 | substitution | object_or_predicate_swap | Get tea leaves | Get the coffee beans. | Those are coffee beans, you need the tea leaves for milk tea. | Brewing coffee beans produces coffee, so the final drink will be a coffee beverage rather than milk tea. | wrong_object | EgoExo4D | ee4d_iiith_cooking_60_2 | Complete the Making Milk Tea correctly | ego | false | 7.917 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_60_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 48.39,
"want_s": 4.906,
"aligned_source_interval": [
0,
4.906
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E02_substitution_e168d7c4/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E02_substitution_e168d7c4/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_60_2_E02_substitution_e168d7c4",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "视频中展示的容器内装的是咖啡豆，而不是制作奶茶所需的茶叶。",
"difference_from_correct": "在正确视频中，打开容器后展示的是茶叶/茶粉；而在错误视频中，打开容器后展示的是整颗的咖啡豆。",
"ph... | {
"source_duration_s": 147.9,
"crop_start_s": 0,
"crop_end_s": 147.9,
"duration_s": 147.9,
"source_replacement_start_s": 48.39,
"source_replacement_end_s": 53.296,
"error_start_s": 48.39,
"error_end_s": 53.296,
"help_point_s": 50.39,
"duration_status": "within_target",
"continuity_policy": "full_s... | generation_error | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:29.575196+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_65_2_E02_wrong_execution_9bd9d6ce | wrong_execution | execution_deviation | Get a bowl | Get a plate. | Grab a bowl instead, you won't be able to mix the salad on a plate. | When the person attempts to mix the cucumbers, tomatoes, and dressing, the ingredients will spill over the edges of the flat plate. | wrong_object | EgoExo4D | ee4d_iiith_cooking_65_2 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_65_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 68.858,
"want_s": 5.583,
"aligned_source_interval": [
0.977025,
5.583
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_65_2_E02_wrong_execution_9bd9d6ce/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_65_2_E02_wrong_execution_9bd9d6ce/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_65_2_E02_wrong_execution_9bd9d6ce",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "拿取了白色平盘而非搅拌碗。",
"difference_from_correct": "正确步骤应拿取碗，错误步骤拿取了平盘。",
"physics_check": "通过",
"reason": "视频2中拿取了平... | {
"source_duration_s": 106.33,
"crop_start_s": 0,
"crop_end_s": 106.33,
"duration_s": 106.33,
"source_replacement_start_s": 68.858,
"source_replacement_end_s": 74.441,
"error_start_s": 68.858,
"error_end_s": 74.441,
"help_point_s": 68.858,
"duration_status": "within_target",
"continuity_policy": "... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_65_2_E02_wrong_execution_9bd9d6ce/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:30.458197+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_2_E02_wrong_execution_75f8bcf8 | wrong_execution | execution_deviation | Get spatula | Get a whisk. | Grab the spatula, you can't flip an omelet with a whisk! | Attempting to fold or flip the omelet with a whisk will break the egg sheet, turning the dish into scrambled eggs instead of an intact omelet. | wrong_object | EgoExo4D | ee4d_iiith_cooking_71_2 | Complete the Cooking an Omelet correctly | ego | false | 3.458 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_71_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 135.993,
"want_s": 2.154,
"aligned_source_interval": [
0,
2.154
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_2_E02_wrong_execution_75f8bcf8/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_2_E02_wrong_execution_75f8bcf8/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_2_E02_wrong_execution_75f8bcf8",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中错误地拿了打蛋器准备处理煎蛋，而不是使用铲子。",
"difference_from_correct": "视频1未出现打蛋器，视频2中角色手持打蛋器面对煎蛋，工具选择错误。",
"physics_check": ... | {
"source_duration_s": 290.77,
"crop_start_s": 75.993,
"crop_end_s": 195.993,
"duration_s": 120,
"source_replacement_start_s": 135.993,
"source_replacement_end_s": 138.147,
"error_start_s": 60,
"error_end_s": 62.154,
"help_point_s": 60,
"duration_status": "within_target",
"continuity_policy": "120... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_2_E02_wrong_execution_75f8bcf8/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:31.115738+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_6_E02_wrong_execution_6cbbaffb | wrong_execution | execution_deviation | Get a fine-mesh sieve | Get a slotted spoon. | That's a slotted spoon, you need the fine-mesh sieve to catch the tea leaves. | The slots in the spoon are too large to filter out fine tea leaves, failing the straining step. | wrong_object | EgoExo4D | ee4d_iiith_cooking_71_6 | Complete the Making Milk Tea correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | promoted_after_review | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_71_6/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 99.205,
"want_s": 3.248,
"aligned_source_interval": [
1.2480000000000002,
3.248
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_6_E02_wrong_execution_6cbbaffb/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_6_E02_wrong_execution_6cbbaffb/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_6_E02_wrong_execution_6cbbaffb",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中拿取了孔洞较大的漏勺，而非用于过滤茶叶的细网筛。",
"difference_from_correct": "正确步骤应选择细网筛以阻挡茶叶，而错误步骤中使用了漏勺，其孔洞过大无法过滤。",
"physics_ch... | {
"source_duration_s": 156.4,
"crop_start_s": 0,
"crop_end_s": 156.4,
"duration_s": 156.4,
"source_replacement_start_s": 99.205,
"source_replacement_end_s": 102.453,
"error_start_s": 99.205,
"error_end_s": 102.453,
"help_point_s": 99.205,
"duration_status": "within_target",
"continuity_policy": "f... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_71_6_E02_wrong_execution_6cbbaffb/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:32.726629+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_75_2_E02_wrong_execution_5f222459 | wrong_execution | execution_deviation | Get onions | Get a bulb of garlic. | That's a bulb of garlic, you need to grab an onion. | The flavor profile of the omelet will be ruined by an overwhelming amount of garlic and a lack of onion. | wrong_object | EgoExo4D | ee4d_iiith_cooking_75_2 | Complete the Cooking an Omelet correctly | ego | false | 4.708 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_75_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 11.198,
"want_s": 4.71,
"aligned_source_interval": [
0,
2.9437499999999996
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_75_2_E02_wrong_execution_5f222459/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_75_2_E02_wrong_execution_5f222459/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_75_2_E02_wrong_execution_5f222459",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中错误地拿取并展示了大蒜，而非洋葱。",
"difference_from_correct": "视频1中拿取洋葱，视频2中拿取了大蒜。",
"physics_check": "通过",
"reason": "... | {
"source_duration_s": 278.6,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 11.198,
"source_replacement_end_s": 15.908,
"error_start_s": 11.198,
"error_end_s": 15.908,
"help_point_s": 11.198,
"duration_status": "within_target",
"continuity_policy": "120s_ev... | generation_error | {
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:33.313251+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E01_substitution_2c3daf2d | substitution | object_or_predicate_swap | Get cucumber | Get a zucchini instead of a cucumber. | Wait, you grabbed a zucchini, you need a cucumber for this salad. | The wrong primary ingredient is used, resulting in a different salad than the one specified in the task. | wrong_object | EgoExo4D | ee4d_iiith_cooking_78_2 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_78_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 17.942,
"want_s": 5.037,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E01_substitution_2c3daf2d/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E01_substitution_2c3daf2d/error_context.mp4",
"correct_clip": "g... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E01_substitution_2c3daf2d",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中拿了西葫芦，而非黄瓜。",
"difference_from_correct": "视频1使用黄瓜，视频2错误地使用了西葫芦。",
"physics_check": "通过",
"reason": "视频2中展示的... | {
"source_duration_s": 87.03,
"crop_start_s": 0,
"crop_end_s": 87.03,
"duration_s": 87.03,
"source_replacement_start_s": 17.942,
"source_replacement_end_s": 22.979,
"error_start_s": 17.942,
"error_end_s": 22.979,
"help_point_s": 17.942,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:33.919004+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E03_wrong_execution_caa42fd1 | wrong_execution | execution_deviation | Add salt | Sprinkle black pepper onto the salad instead of salt. | Wait, you grabbed the pepper instead of the salt. | The salad remains under-seasoned and lacks the flavor and textural changes that salt provides, resulting in a bland dish. | wrong_object | EgoExo4D | ee4d_iiith_cooking_78_2 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 4.833 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_78_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 66.543,
"want_s": 8.954,
"aligned_source_interval": [
1.56695,
6.49165
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E03_wrong_execution_caa42fd1/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E03_wrong_execution_caa42fd1/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E03_wrong_execution_caa42fd1",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中向沙拉撒了黑胡椒粉，而不是盐。",
"difference_from_correct": "正确视频中准备使用白色罐子里的盐，而错误视频中直接撒了黑胡椒碎。",
"physics_check": "通过",
... | {
"source_duration_s": 87.03,
"crop_start_s": 0,
"crop_end_s": 87.03,
"duration_s": 87.03,
"source_replacement_start_s": 66.543,
"source_replacement_end_s": 75.497,
"error_start_s": 66.543,
"error_end_s": 75.497,
"help_point_s": 66.543,
"duration_status": "within_target",
"continuity_policy": "ful... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_78_2_E03_wrong_execution_caa42fd1/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:36.465279+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_79_2_E01_wrong_execution_53cfb206 | wrong_execution | execution_deviation | Cut onions | Chop the onions without peeling off the brown skin. | Stop, you forgot to peel the onion first! | Inedible skin is mixed into the food, making the final omelet unpleasant to eat. | wrong_state | EgoExo4D | ee4d_iiith_cooking_79_2 | Complete the Cooking an Omelet correctly | ego | false | 7.333 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_79_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 0.916,
"want_s": 14.215,
"aligned_source_interval": [
2.487625,
13.148875
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_79_2_E01_wrong_execution_53cfb206/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_79_2_E01_wrong_execution_53cfb206/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_79_2_E01_wrong_execution_53cfb206",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "视频中直接对未剥皮的洋葱进行切碎，导致褐色的洋葱外皮混在切好的洋葱碎中。",
"difference_from_correct": "正确视频中先将洋葱外皮剥除再切，而此视频未剥皮直接切碎。",
"physics_che... | {
"source_duration_s": 163.1,
"crop_start_s": 0,
"crop_end_s": 163.1,
"duration_s": 163.1,
"source_replacement_start_s": 0.916,
"source_replacement_end_s": 15.131,
"error_start_s": 0.916,
"error_end_s": 15.131,
"help_point_s": 0.916,
"duration_status": "within_target",
"continuity_policy": "full_s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_79_2_E01_wrong_execution_53cfb206/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:38.576248+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_81_2_E01_wrong_execution_269c048a | wrong_execution | execution_deviation | Adjust the stove heat | Turn the stove dial to the highest heat setting. | Turn the heat down, you're going to burn the omelet! | The excessive heat burns the outside of the eggs before the inside can cook, ruining the texture and taste of the dish. | wrong_state | EgoExo4D | ee4d_iiith_cooking_81_2 | Complete the Cooking an Omelet correctly | ego | false | 3.375 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_81_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 152.257,
"want_s": 2.547,
"aligned_source_interval": [
0,
2.1012750000000002
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_81_2_E01_wrong_execution_269c048a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_81_2_E01_wrong_execution_269c048a/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_81_2_E01_wrong_execution_269c048a",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 2,
"visible_error": "调整炉火时火势过大，火焰直接窜出并包围了煎蛋，极易导致食物烧焦。",
"difference_from_correct": "正确视频中调整炉火后火焰大小适中且稳定；错误视频中调整后火势猛烈，出现大火包围平底锅的现象。",... | {
"source_duration_s": 183.03,
"crop_start_s": 63.03,
"crop_end_s": 183.03,
"duration_s": 120,
"source_replacement_start_s": 152.257,
"source_replacement_end_s": 154.804,
"error_start_s": 89.227,
"error_end_s": 91.774,
"help_point_s": 90.227,
"duration_status": "within_target",
"continuity_policy"... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_81_2_E01_wrong_execution_269c048a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:46:39.439594+00:00"
} |
v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_84_2_E02_wrong_execution_7ad967ec | wrong_execution | execution_deviation | Add salt | Pour a large mound of salt into the salad. | Whoa, stop, that's way too much salt! | The extreme saltiness makes the final product unfit for consumption, ruining the meal. | wrong_quantity | EgoExo4D | ee4d_iiith_cooking_84_2 | Complete the Making Cucumber & Tomato Salad correctly | ego | false | 5.417 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 2.583
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/iiith_cooking_84_2/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 60.282,
"want_s": 3.385,
"aligned_source_interval": [
0,
3.385
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_84_2_E02_wrong_execution_7ad967ec/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_84_2_E02_wrong_execution_7ad967ec/error_context.mp4",
"correct_cli... | {
"sample_id": "v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_84_2_E02_wrong_execution_7ad967ec",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中往沙拉里倒了极大量的食盐，堆成了一个大盐丘。",
"difference_from_correct": "正确视频中仅均匀撒入少量食盐，而错误视频中倒入的食盐量过多，导致无法食用。",
"physics_check... | {
"source_duration_s": 67.3,
"crop_start_s": 0,
"crop_end_s": 67.3,
"duration_s": 67.3,
"source_replacement_start_s": 60.282,
"source_replacement_end_s": 63.667,
"error_start_s": 60.282,
"error_end_s": 63.667,
"help_point_s": 60.282,
"duration_status": "within_target",
"continuity_policy": "full_s... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
"publication": "UnifiedProactiveBench/generation_error/v1",
"source_manifest_original": "<source>/dataset_v2_context_pairs_full/manifest.jsonl",
"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cooking_84_2_E02_wrong_execution_7ad967ec/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_batch3_egoexo4d_B_ee4d_iiith_cook... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T06:48:48.211969+00:00"
} |
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