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_expand_barista_barista_b38b050f_E01_wrong_execution_1c6779fe | wrong_execution | execution_deviation | Place cup | Place the milk pitcher under the spout. | Wait, put the cup under the spout, not the milk pitcher! | The espresso is extracted into the wrong vessel, requiring an awkward transfer to the cup and washing the pitcher before milk can be steamed. | wrong_object | BARISTA | barista_b38b050f | Complete the coffee preparation correctly | unspecified | false | 6.75 | {
"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": "1080x1920",
"generated": "720x1280",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/b38b050f-c0e0-4727-a34e-b8595255c57a/video.mp4 | {
"step_index": 3.101,
"want_s": 4.202,
"aligned_source_interval": [
0,
4.202
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b38b050f_E01_wrong_execution_1c6779fe/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b38b050f_E01_wrong_execution_1c6779fe/error_context.mp4",
"correct_clip": "generation_erro... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_b38b050f_E01_wrong_execution_1c6779fe",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "视频2中错误地将金属奶罐放置在咖啡机出水口下方，而非咖啡杯。",
"difference_from_correct": "视频1中正确放置了蓝色咖啡杯，而视频2中放置了不适合直接盛放咖啡的奶罐。",
"physics_check": "通过... | {
"source_duration_s": 49.39,
"crop_start_s": 0,
"crop_end_s": 49.39,
"duration_s": 49.39,
"source_replacement_start_s": 3.101,
"source_replacement_end_s": 7.303,
"error_start_s": 3.101,
"error_end_s": 7.303,
"help_point_s": 3.101,
"duration_status": "short_source",
"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_expand_barista_barista_b38b050f_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b38b050f_E01_wrong_execution_1c6779fe/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b38b050f_E01_wrong_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:20.846648+00:00"
} |
v2_dataset_v2_expand_barista_barista_b6f828a0_E02_substitution_3aa81945 | substitution | object_or_predicate_swap | Wipe steam wand | Turn on the steam knob to purge the wand without wiping it. | You need to wipe the milk off the wand before you purge it! | Skipping the wipe causes the milk to bake onto the wand during the purge, leading to an unsanitary machine and degraded equipment. | off_step | BARISTA | barista_b6f828a0 | Complete the coffee preparation correctly | unspecified | false | 4.583 | {
"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": "1376x1840",
"generated": "720x962",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.274
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/b6f828a0-37ff-4553-a360-84ad37362c25/video.mp4 | {
"step_index": 12.198,
"want_s": 2.866,
"aligned_source_interval": [
0,
2.866
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b6f828a0_E02_substitution_3aa81945/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b6f828a0_E02_substitution_3aa81945/error_context.mp4",
"correct_clip": "generation_error/samp... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_b6f828a0_E02_substitution_3aa81945",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中，操作人员直接旋转蒸汽旋钮进行排气，而没有先用抹布擦拭蒸汽棒。",
"difference_from_correct": "在正确视频（VIDEO 1）中，操作人员在排气前先用绿色抹布仔细擦拭了蒸汽棒；而在VIDEO 2中，操作人员直接排气... | {
"source_duration_s": 52.96,
"crop_start_s": 0,
"crop_end_s": 52.96,
"duration_s": 52.96,
"source_replacement_start_s": 12.198,
"source_replacement_end_s": 15.064,
"error_start_s": 12.198,
"error_end_s": 15.064,
"help_point_s": 12.198,
"duration_status": "short_source",
"continuity_policy": "full... | 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_expand_barista_barista_b6f828a0_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b6f828a0_E02_substitution_3aa81945/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b6f828a0_E02_substituti... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:21.421331+00:00"
} |
v2_dataset_v2_expand_barista_barista_b81d8345_E01_substitution_43095793 | substitution | object_or_predicate_swap | Close coffee machine | Press the brew button on the coffee machine. | Close the lid before you hit the brew button! | The machine cannot pressurize or route water correctly with an open chamber, halting the task or causing a spill. | wrong_state | BARISTA | barista_b81d8345 | Complete the coffee preparation correctly | unspecified | false | 4.125 | {
"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": "720x1280",
"generated": "720x1280",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/b81d8345-addf-45f3-87bc-08b8599d2aee/video.mp4 | {
"step_index": 20.334,
"want_s": 2.567,
"aligned_source_interval": [
0,
2.567
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b81d8345_E01_substitution_43095793/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b81d8345_E01_substitution_43095793/error_context.mp4",
"correct_clip": "generation_error/samp... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_b81d8345_E01_substitution_43095793",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "在没有关闭咖啡机盖子（手柄仍处于打开状态）的情况下，直接按下了冲煮按钮。",
"difference_from_correct": "正确步骤是先将银色手柄向下压以关闭咖啡机盖子，然后再按冲煮键。而视频2中手柄未关闭就直接按了冲煮键。",
"p... | {
"source_duration_s": 45.67,
"crop_start_s": 0,
"crop_end_s": 45.67,
"duration_s": 45.67,
"source_replacement_start_s": 20.334,
"source_replacement_end_s": 22.901,
"error_start_s": 20.334,
"error_end_s": 22.901,
"help_point_s": 20.334,
"duration_status": "short_source",
"continuity_policy": "full... | 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_expand_barista_barista_b81d8345_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b81d8345_E01_substitution_43095793/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b81d8345_E01_substituti... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:22.051928+00:00"
} |
v2_dataset_v2_expand_barista_barista_b9ce6683_E02_substitution_da898c4d | substitution | object_or_predicate_swap | Grab capsule | Peel the foil lid off the coffee capsule. | Stop, you don't need to peel it, just put the whole pod directly into the machine! | Without the foil seal, the machine cannot pressurize the capsule, resulting in water spilling everywhere and a failed, watery extraction. | wrong_state | BARISTA | barista_b9ce6683 | Complete the coffee preparation correctly | unspecified | false | 4.042 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/b9ce6683-7e41-432d-b878-81416f3b59ed/video.mp4 | {
"step_index": 22.604,
"want_s": 2.508,
"aligned_source_interval": [
0,
2.508
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b9ce6683_E02_substitution_da898c4d/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_b9ce6683_E02_substitution_da898c4d/error_context.mp4",
"correct_clip": "generation_error/samp... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_b9ce6683_E02_substitution_da898c4d",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频中将咖啡胶囊的铝箔盖撕开，露出了里面的咖啡粉。",
"difference_from_correct": "正确步骤是直接拿取并使用完整的胶囊放入咖啡机，而错误步骤中将胶囊的密封铝箔盖撕掉了。",
"physics_check": "通过"... | {
"source_duration_s": 147.16,
"crop_start_s": 0,
"crop_end_s": 147.16,
"duration_s": 147.16,
"source_replacement_start_s": 22.604,
"source_replacement_end_s": 25.112,
"error_start_s": 22.604,
"error_end_s": 25.112,
"help_point_s": 22.604,
"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_expand_barista_barista_b9ce6683_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b9ce6683_E02_substitution_da898c4d/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_b9ce6683_E02_substituti... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:22.402990+00:00"
} |
v2_dataset_v2_expand_barista_barista_d88eddf5_E02_wrong_execution_33deaa84 | wrong_execution | execution_deviation | Place cup | Place the saucer on the drip tray. | Wait, you need to put the cup under the spout, not just the saucer! | The brewed coffee will spill over the edges of the flat saucer, wasting the drink and creating a mess. | wrong_object | BARISTA | barista_d88eddf5 | Complete the coffee preparation correctly | unspecified | false | 3.5 | {
"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": "1432x1920",
"generated": "720x964",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.252
} | promoted_after_review | <source>/resolved_sources/long_video/A_cooking/BARISTA/d88eddf5-34fd-4334-84b3-649571085eb4/video.mp4 | {
"step_index": 20.039,
"want_s": 2.606,
"aligned_source_interval": [
0,
2.14995
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_d88eddf5_E02_wrong_execution_33deaa84/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_d88eddf5_E02_wrong_execution_33deaa84/error_context.mp4",
"correct_clip": "generation_erro... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_d88eddf5_E02_wrong_execution_33deaa84",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "错误地将咖啡碟（平盘）放置在滴滤盘上，而非咖啡杯。",
"difference_from_correct": "正确动作放置杯子，错误动作放置了平盘。",
"physics_check": "通过",
"reason": "视频清晰展... | {
"source_duration_s": 49.06,
"crop_start_s": 0,
"crop_end_s": 49.06,
"duration_s": 49.06,
"source_replacement_start_s": 20.039,
"source_replacement_end_s": 22.645,
"error_start_s": 20.039,
"error_end_s": 22.645,
"help_point_s": 20.039,
"duration_status": "short_source",
"continuity_policy": "full... | 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_expand_barista_barista_d88eddf5_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_d88eddf5_E02_wrong_execution_33deaa84/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_d88eddf5_E02_wrong_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:22.784617+00:00"
} |
v2_dataset_v2_expand_barista_barista_dd95b0ee_E01_wrong_execution_5ae7629a | wrong_execution | execution_deviation | Grab cup | Grab a dirty, unwashed cup. | Wait, that cup is dirty, grab a clean one! | The final drink is contaminated, ruining the task's goal of making a fresh, drinkable cup of coffee. | wrong_object | BARISTA | barista_dd95b0ee | Complete the coffee preparation correctly | unspecified | 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": "1440x1920",
"generated": "720x960",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.25
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/dd95b0ee-fba3-4eb5-a493-709f19ee19a3/video.mp4 | {
"step_index": 7.667,
"want_s": 2.033,
"aligned_source_interval": [
0,
2.033
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E01_wrong_execution_5ae7629a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E01_wrong_execution_5ae7629a/error_context.mp4",
"correct_clip": "generation_erro... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_dd95b0ee_E01_wrong_execution_5ae7629a",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中拿取了一个杯底残留有咖啡污渍的脏杯子。",
"difference_from_correct": "视频1中拿取的杯子内部干净，而视频2中的杯子内部有明显的咖啡残留。",
"physics_check": "通过",
"reas... | {
"source_duration_s": 64.5,
"crop_start_s": 0,
"crop_end_s": 64.5,
"duration_s": 64.5,
"source_replacement_start_s": 7.667,
"source_replacement_end_s": 9.7,
"error_start_s": 7.667,
"error_end_s": 9.7,
"help_point_s": 7.667,
"duration_status": "within_target",
"continuity_policy": "full_source",
... | 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_expand_barista_barista_dd95b0ee_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E01_wrong_execution_5ae7629a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E01_wrong_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:23.385629+00:00"
} |
v2_dataset_v2_expand_barista_barista_dd95b0ee_E02_wrong_execution_1699a5ab | wrong_execution | execution_deviation | Place cup | Place the cup upside down on the machine's drip tray. | Wait, you need to turn the cup right side up first! | The cup cannot hold any liquid because its opening is facing down and blocked by the drip tray. | wrong_state | BARISTA | barista_dd95b0ee | Complete the coffee preparation correctly | unspecified | 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": "1440x1920",
"generated": "720x960",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.25
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/dd95b0ee-fba3-4eb5-a493-709f19ee19a3/video.mp4 | {
"step_index": 11.333,
"want_s": 3.367,
"aligned_source_interval": [
0,
3.367
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E02_wrong_execution_1699a5ab/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E02_wrong_execution_1699a5ab/error_context.mp4",
"correct_clip": "generation_erro... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_dd95b0ee_E02_wrong_execution_1699a5ab",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "杯子被倒扣着放在咖啡机的滴滤盘上。",
"difference_from_correct": "视频1中杯子口朝上，视频2中杯子被倒扣放置。",
"physics_check": "通过",
"reason": "视频2中杯子口朝下放置... | {
"source_duration_s": 64.5,
"crop_start_s": 0,
"crop_end_s": 64.5,
"duration_s": 64.5,
"source_replacement_start_s": 11.333,
"source_replacement_end_s": 14.7,
"error_start_s": 11.333,
"error_end_s": 14.7,
"help_point_s": 11.333,
"duration_status": "within_target",
"continuity_policy": "full_sourc... | 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_expand_barista_barista_dd95b0ee_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E02_wrong_execution_1699a5ab/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_dd95b0ee_E02_wrong_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:23.855979+00:00"
} |
v2_dataset_v2_expand_barista_barista_df840650_E01_substitution_2d5cd352 | substitution | object_or_predicate_swap | Grab carafe | Grab the coffee mug. | You need to grab the carafe first, your mug will overflow! | The coffee maker will brew a full pot's worth of coffee into a single mug, causing it to overflow and spill everywhere. | wrong_object | BARISTA | barista_df840650 | Complete the coffee preparation correctly | unspecified | 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": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/df840650-80a5-4b93-8eaa-e303b26a4224/video.mp4 | {
"step_index": 8.518,
"want_s": 2.138,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_df840650_E01_substitution_2d5cd352/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_df840650_E01_substitution_2d5cd352/error_context.mp4",
"correct_clip": "generation_error/samp... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_df840650_E01_substitution_2d5cd352",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中，操作者拿起了玻璃咖啡杯，而不是金属拉花壶（carafe）。",
"difference_from_correct": "视频1中，操作者正确地拿起了金属拉花壶；而视频2中，操作者错误地拿起了玻璃咖啡杯。",
"physics_chec... | {
"source_duration_s": 273.35,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 8.518,
"source_replacement_end_s": 10.656,
"error_start_s": 8.518,
"error_end_s": 10.656,
"help_point_s": 8.518,
"duration_status": "within_target",
"continuity_policy": "120s_even... | 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_expand_barista_barista_df840650_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_df840650_E01_substitution_2d5cd352/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_df840650_E01_substituti... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:24.558282+00:00"
} |
v2_dataset_v2_expand_barista_barista_e49ee1bb_E01_substitution_642a1b95 | substitution | object_or_predicate_swap | Place cup | Place the cup upside down under the coffee machine spout. | Hey, your cup is upside down! | The container is closed off to the liquid, preventing the coffee from being collected and ruining the beverage preparation. | wrong_state | BARISTA | barista_e49ee1bb | Complete the coffee preparation correctly | unspecified | false | 3.708 | {
"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": "1080x1920",
"generated": "720x1280",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/e49ee1bb-de72-4628-8d1b-b106bbd9fbcb/video.mp4 | {
"step_index": 11.838,
"want_s": 2.301,
"aligned_source_interval": [
0,
2.301
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_e49ee1bb_E01_substitution_642a1b95/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_e49ee1bb_E01_substitution_642a1b95/error_context.mp4",
"correct_clip": "generation_error/samp... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_e49ee1bb_E01_substitution_642a1b95",
"label": "有问题",
"confidence": 1,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "杯子被倒扣着放在咖啡机出水口下方。",
"difference_from_correct": "在正确视频中，杯子是正着放的，开口朝上；而在错误视频中，杯子是倒扣着放的，杯底朝上。",
"physics_check": "通过",
"reason... | {
"source_duration_s": 85.07,
"crop_start_s": 0,
"crop_end_s": 85.07,
"duration_s": 85.07,
"source_replacement_start_s": 11.838,
"source_replacement_end_s": 14.139,
"error_start_s": 11.838,
"error_end_s": 14.139,
"help_point_s": 11.838,
"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_expand_barista_barista_e49ee1bb_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_e49ee1bb_E01_substitution_642a1b95/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_e49ee1bb_E01_substituti... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:24.928485+00:00"
} |
v2_dataset_v2_expand_barista_barista_f75d8407_E01_substitution_8fafa653 | substitution | object_or_predicate_swap | Close milk carton | Put the open milk carton into the fridge. | Wait, you forgot to close the milk carton before putting it away! | Leaving the milk unsealed compromises its freshness and creates a spill hazard in the refrigerator. | wrong_state | BARISTA | barista_f75d8407 | Complete the coffee preparation correctly | unspecified | false | 4 | {
"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": "1440x1920",
"generated": "720x960",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.25
} | promoted_after_review | <source>/resolved_sources/long_video/A_cooking/BARISTA/f75d8407-c0a7-4db7-b1f8-5457d86c7f1b/video.mp4 | {
"step_index": 97.803,
"want_s": 2.533,
"aligned_source_interval": [
0,
2.533
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_f75d8407_E01_substitution_8fafa653/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_f75d8407_E01_substitution_8fafa653/error_context.mp4",
"correct_clip": "generation_error/samp... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_f75d8407_E01_substitution_8fafa653",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中，操作者直接将未盖上盖子的开封牛奶盒放回冰箱中。",
"difference_from_correct": "视频1中，操作者在收纳前先将牛奶盒的盖子拧紧关闭；而视频2中，操作者省略了关闭盖子的步骤，直接将敞口的牛奶盒放入冰箱。",
"... | {
"source_duration_s": 180.07,
"crop_start_s": 37.803,
"crop_end_s": 157.803,
"duration_s": 120,
"source_replacement_start_s": 97.803,
"source_replacement_end_s": 100.336,
"error_start_s": 60,
"error_end_s": 62.533,
"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_expand_barista_barista_f75d8407_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_f75d8407_E01_substitution_8fafa653/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_f75d8407_E01_substituti... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:30.833379+00:00"
} |
v2_dataset_v2_expand_barista_barista_f935008a_E01_wrong_execution_ab2454df | wrong_execution | execution_deviation | Place cup | Place the milk pitcher under the spout. | Wait, put the cup under the spout, not the milk pitcher. | The espresso is extracted into the wrong vessel, leaving the serving cup empty and occupying the pitcher that is needed for steaming milk. | wrong_object | BARISTA | barista_f935008a | Complete the coffee preparation correctly | unspecified | false | 3.542 | {
"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": "1080x1920",
"generated": "720x1280",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/A_cooking/BARISTA/f935008a-6d74-4f63-8986-91dc374c6981/video.mp4 | {
"step_index": 57.957,
"want_s": 2.234,
"aligned_source_interval": [
0,
2.234
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_f935008a_E01_wrong_execution_ab2454df/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_barista_barista_f935008a_E01_wrong_execution_ab2454df/error_context.mp4",
"correct_clip": "generation_erro... | {
"sample_id": "v2_dataset_v2_expand_barista_barista_f935008a_E01_wrong_execution_ab2454df",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "在咖啡机出水口下方放置了不锈钢拉花缸，而不是咖啡杯。",
"difference_from_correct": "正确动作是放置蓝色咖啡杯，而错误动作放置了用于打奶泡的拉花缸。",
"physics_check": "通过",
"re... | {
"source_duration_s": 60.82,
"crop_start_s": 0,
"crop_end_s": 60.82,
"duration_s": 60.82,
"source_replacement_start_s": 57.957,
"source_replacement_end_s": 60.191,
"error_start_s": 57.957,
"error_end_s": 60.191,
"help_point_s": 57.957,
"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_expand_barista_barista_f935008a_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_f935008a_E01_wrong_execution_ab2454df/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_barista_barista_f935008a_E01_wrong_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:31.817943+00:00"
} |
v2_dataset_v2_expand_ee4d_depth_ee4d_iiith_cooking_125_4_E03_wrong_execution_e1bb94e5 | wrong_execution | execution_deviation | Get pot holder | Use the pot holder to wipe the counter. | Don't wipe with the pot holder, if it gets wet you'll burn yourself when you pick up the pot! | When the user subsequently uses the wet pot holder to grab the hot pot, the moisture will turn to steam and burn their hands, likely causing them to drop the pot and ruin the tea. | wrong_state | EgoExo4D | ee4d_iiith_cooking_125_4 | Complete the Making Milk Tea 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_125_4/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 58.783,
"want_s": 3.965,
"aligned_source_interval": [
0.29737499999999994,
3.6676249999999997
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_iiith_cooking_125_4_E03_wrong_execution_e1bb94e5/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_iiith_cooking_125_4_E03_wrong_execution_e1bb94e5/error_context.mp4",
"correct_c... | {
"sample_id": "v2_dataset_v2_expand_ee4d_depth_ee4d_iiith_cooking_125_4_E03_wrong_execution_e1bb94e5",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 5,
"error_end_s": 8,
"visible_error": "使用防烫垫擦拭厨房台面。",
"difference_from_correct": "正确视频中防烫垫仅放置在台面上，而错误视频中则用其擦拭台面。",
"physics_check": "通过",
"reason"... | {
"source_duration_s": 130,
"crop_start_s": 0,
"crop_end_s": 130,
"duration_s": 130,
"source_replacement_start_s": 58.783,
"source_replacement_end_s": 62.748,
"error_start_s": 58.783,
"error_end_s": 62.748,
"help_point_s": 62.748,
"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_expand_ee4d_depth_ee4d_iiith_coo... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_iiith_cooking_125_4_E03_wrong_execution_e1bb94e5/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_iiith_coo... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:35.306756+00:00"
} |
v2_dataset_v2_expand_ee4d_depth_ee4d_uniandes_cooking_003_6_E04_wrong_execution_d4f575ee | wrong_execution | execution_deviation | Wash bowl | Wipe the inside of the bowl with a dry paper towel. | You need to actually wash that bowl with water, a paper towel won't clean it. | Reusing the improperly cleaned bowl for the next ingredients causes cross-contamination and ruins the dish's hygiene. | wrong_state | EgoExo4D | ee4d_uniandes_cooking_003_6 | 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/uniandes_cooking_003_6/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 256.881,
"want_s": 6.864,
"aligned_source_interval": [
0,
6.3492
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_uniandes_cooking_003_6_E04_wrong_execution_d4f575ee/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_uniandes_cooking_003_6_E04_wrong_execution_d4f575ee/error_context.mp4",
"cor... | {
"sample_id": "v2_dataset_v2_expand_ee4d_depth_ee4d_uniandes_cooking_003_6_E04_wrong_execution_d4f575ee",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "操作者仅用干纸巾擦拭碗内部，未进行水洗。",
"difference_from_correct": "视频1使用流动的清水清洗碗，视频2则用纸巾擦拭代替水洗。",
"physics_check": "通过",
... | {
"source_duration_s": 349.03,
"crop_start_s": 196.881,
"crop_end_s": 316.881,
"duration_s": 120,
"source_replacement_start_s": 256.881,
"source_replacement_end_s": 263.745,
"error_start_s": 60,
"error_end_s": 66.864,
"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_expand_ee4d_depth_ee4d_uniandes_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_uniandes_cooking_003_6_E04_wrong_execution_d4f575ee/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_ee4d_depth_ee4d_uniand... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:35.873688+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_13363000_mp4_E01_substitution_015af446 | substitution | object_or_predicate_swap | opens a food container | places the sealed food container into the microwave without opening it. | Take the lid off before you put it in the microwave! | The trapped steam will cause the sealed container to explode or warp in the microwave, ruining the food. | wrong_state | EgoLife | egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_13363000_mp4 | Complete the everyday activity correctly | unspecified | false | 5.083 | {
"error_semantics": 3,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 3,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | promoted_after_review | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/856c4f10249edcd10afd725a54a824c5d366ba8b8fdb7b7f556d17a150a7a843 | {
"step_index": 0,
"want_s": 5,
"aligned_source_interval": [
0.375,
3.625
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_13363000_mp4_E01_substitution_015af446/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_13363000_mp4_E01_substitution_015af446/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_13363000_mp4_E01_substitution_015af446",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中将密封的食品容器（盖子未打开）直接放入微波炉中。",
"difference_from_correct": "正确的步骤应该是在放入微波炉前先打开或取下容器的盖子，而视频2中直接将带盖... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 0,
"source_replacement_end_s": 5,
"error_start_s": 0,
"error_end_s": 5,
"help_point_s": 0,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": 0.... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_13363000_mp4_E01_substitution_015af446/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:45.836284+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_21180000_mp4_E01_substitution_68d5a6de | substitution | object_or_predicate_swap | plugging a USB cable into a charging block | plugging the small device-end of the USB cable into the charging block | You're holding the wrong end of the cable, flip it around to the big end. | The small connector physically cannot plug into the large USB-A port, preventing the charging setup from being completed. | wrong_object | EgoLife | egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_21180000_mp4 | Complete the everyday activity correctly | unspecified | false | 5.792 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/1e51a3386f9a8796505dac68147c67ea4e4fe55ff0f77c43b8651a31076f34c2 | {
"step_index": 17,
"want_s": 8,
"aligned_source_interval": [
2.2,
6.6000000000000005
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_21180000_mp4_E01_substitution_68d5a6de/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_21180000_mp4_E01_substitution_68d5a6de/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_21180000_mp4_E01_substitution_68d5a6de",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "视频中试图将USB线较小的一端（USB-C/设备端）插入充电头的USB-A大口中，这是错误的连接方式。",
"difference_from_correct": "正确步骤应该使用USB线... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 17,
"source_replacement_end_s": 25,
"error_start_s": 17,
"error_end_s": 25,
"help_point_s": 17,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY2_DAY2_A1_JAKE_21180000_mp4_E01_substitution_68d5a6de/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:52.950824+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_14590000_mp4_E01_substitution_15d381fa | substitution | object_or_predicate_swap | throws trash into a trash bin | throws trash into a recycling bin | Wait, that's trash, it shouldn't go in the recycling bin. | Contaminates the recycling bin with non-recyclable waste, potentially ruining the batch. | wrong_destination | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_14590000_mp4 | Complete the everyday activity correctly | unspecified | false | 4.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/35c1567cc79798fd81ccfec7339187d47cf008910b6567142b9d68c55d90b049 | {
"step_index": 5,
"want_s": 4,
"aligned_source_interval": [
1.1,
4
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_14590000_mp4_E01_substitution_15d381fa/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_14590000_mp4_E01_substitution_15d381fa/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_14590000_mp4_E01_substitution_15d381fa",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中，该男子将披萨盒扔进了左侧带有蓝色循环标志的回收垃圾桶中。",
"difference_from_correct": "在正确视频（视频1）中，男子将披萨盒扔进了右侧的普通垃圾桶中，... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 5,
"source_replacement_end_s": 9,
"error_start_s": 5,
"error_end_s": 9,
"help_point_s": 5,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": 0.... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_14590000_mp4_E01_substitution_15d381fa/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:54.544661+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20080000_mp4_E01_substitution_ea7b2cc0 | substitution | object_or_predicate_swap | wiping a pan with a towel | wiping the pan with a wet sponge | Use the towel to dry the pan, the sponge will just make it wet again. | Moisture left on the pan can cause rust over time or create dangerous oil splatters if the pan is heated for cooking. | wrong_state | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20080000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/e9b5df0f006f5fc6f5db0813ee673268554194150288860a086274deab134b22 | {
"step_index": 0,
"want_s": 7,
"aligned_source_interval": [
0,
7
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20080000_mp4_E01_substitution_ea7b2cc0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20080000_mp4_E01_substitution_ea7b2cc0/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20080000_mp4_E01_substitution_ea7b2cc0",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "视频2中，操作者使用黄色海绵擦拭平底锅，而不是像视频1中那样使用纸巾/抹布擦干。",
"difference_from_correct": "视频1中使用纸巾擦拭平底锅以达到干燥效果；视频... | {
"source_duration_s": 30.04,
"crop_start_s": 0,
"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 0,
"source_replacement_end_s": 7,
"error_start_s": 0,
"error_end_s": 7,
"help_point_s": 1,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retime... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20080000_mp4_E01_substitution_ea7b2cc0/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:58:59.482818+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20430000_mp4_E01_substitution_7ce3b339 | substitution | object_or_predicate_swap | opens plastic bag | ties the plastic bag into a knot | Wait, you need to open that bag, not tie it shut! | The required contents remain trapped inside the tightly knotted bag, halting the recipe or task. | wrong_state | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20430000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/90210f30e9e7ff38d4f2c0273b789b47284da993e8f0566f7c6d5a59f11d83cc | {
"step_index": 0,
"want_s": 7,
"aligned_source_interval": [
0,
3.675
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20430000_mp4_E01_substitution_7ce3b339/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20430000_mp4_E01_substitution_7ce3b339/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20430000_mp4_E01_substitution_7ce3b339",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 5.958,
"visible_error": "视频2中，操作人员将塑料袋打结系紧，而不是将其打开。",
"difference_from_correct": "在视频1中，操作人员正在解开塑料袋的结以打开它；而在视频2中，操作... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 0,
"source_replacement_end_s": 7,
"error_start_s": 0,
"error_end_s": 7,
"help_point_s": 0,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20430000_mp4_E01_substitution_7ce3b339/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:00.050595+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20470000_mp4_E01_substitution_a504ac05 | substitution | object_or_predicate_swap | crack an egg into a bowl | place the whole uncracked egg into the bowl | Wait, you need to crack the egg before putting it in the bowl! | The recipe cannot proceed properly because the egg white and yolk are trapped in the shell and cannot be incorporated into the mixture. | wrong_state | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20470000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/f0c9013904ec9fe7c52d575b5a4531688f1048e52a0e50b6e1663a08121d5caf | {
"step_index": 7,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20470000_mp4_E01_substitution_a504ac05/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20470000_mp4_E01_substitution_a504ac05/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20470000_mp4_E01_substitution_a504ac05",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 3,
"error_end_s": 7,
"visible_error": "视频2中，操作者直接将一整颗未敲碎的生鸡蛋放入碗中，而不是将其敲碎并倒入碗中。",
"difference_from_correct": "在视频1中，操作者将鸡蛋敲碎，把蛋液倒入碗中；而... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 7,
"source_replacement_end_s": 15,
"error_start_s": 7,
"error_end_s": 15,
"help_point_s": 10,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by":... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_20470000_mp4_E01_substitution_a504ac05/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:00.472415+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21333000_mp4_E01_substitution_2d86f623 | substitution | object_or_predicate_swap | slice cake layer horizontally | slice the cake layer vertically | Wait, slice it horizontally to make layers, don't cut it in half! | The structural integrity of the round layer is destroyed, preventing proper stacking and frosting of the tiered cake. | wrong_state | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21333000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/b5a860da48de03d8ce15de0fb6e88f0dac9d202c4b596e61bf396ab4ddc7a4b2 | {
"step_index": 12,
"want_s": 10,
"aligned_source_interval": [
1.75,
10
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21333000_mp4_E01_substitution_2d86f623/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21333000_mp4_E01_substitution_2d86f623/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21333000_mp4_E01_substitution_2d86f623",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "操作者使用刀具垂直切开蛋糕，而不是水平切片。",
"difference_from_correct": "视频1中操作者水平切片蛋糕以制作分层，而视频2中操作者直接垂直切半，破坏了蛋糕分层... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 12,
"source_replacement_end_s": 22,
"error_start_s": 12,
"error_end_s": 22,
"help_point_s": 12,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | generation_error | {
"origin": "dataset_v2_context_pairs_full",
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:13.727029+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21360000_mp4_E01_substitution_8850fc96 | substitution | object_or_predicate_swap | cuts pastry with a knife | rolls the pastry with a rolling pin | Stop rolling, it's thin enough—you need to cut it now! | The dough is not portioned for the next step, and over-rolling destroys the required thickness for the pastry to rise properly. | wrong_state | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21360000_mp4 | Complete the everyday activity correctly | unspecified | false | 8 | {
"error_semantics": 3,
"error_type_match": 3,
"visual_observability": 3,
"task_impact": 3,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/268af8423b5e9aaf3fe4563bfc8c5c232dbcb65767724d00f2817564bedea97f | {
"step_index": 0,
"want_s": 5,
"aligned_source_interval": [
0,
5
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21360000_mp4_E01_substitution_8850fc96/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21360000_mp4_E01_substitution_8850fc96/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_21360000_mp4_E01_substitution_8850fc96",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 7,
"visible_error": "视频2中，操作者使用擀面杖擀压已成型的糕点，而不是像视频1中那样用刀具进行切割。",
"difference_from_correct": "视频1中使用小刀切割糕点边缘，而视频2中错误地... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
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"source_replacement_end_s": 5,
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"error_end_s": 5,
"help_point_s": 0,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": 0.... | generation_error | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:14.727994+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_22010000_mp4_E01_substitution_7c862f89 | substitution | object_or_predicate_swap | pipes cream onto mini cake | spreads cream onto the mini cake with a spatula | Wait, you're supposed to pipe the cream to make a design, not just spread it flat! | The cake fails to meet the visual presentation standards required for the recipe and would be rejected for sale or display. | wrong_state | EgoLife | egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_22010000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/17d3a4e964b40facde13dbd4ff7c17d70710ee32fae1b70ba18e2a8af9ab1ff3 | {
"step_index": 2,
"want_s": 13,
"aligned_source_interval": [
0,
13
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_22010000_mp4_E01_substitution_7c862f89/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_22010000_mp4_E01_substitution_7c862f89/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY3_DAY3_A1_JAKE_22010000_mp4_E01_substitution_7c862f89",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "使用抹刀将奶油抹平在迷你蛋糕上，而不是用裱花袋挤出奶油花纹。",
"difference_from_correct": "视频1中，操作者使用裱花袋在蛋糕上挤奶油；而视频2中，操作者使用抹... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 2,
"source_replacement_end_s": 15,
"error_start_s": 2,
"error_end_s": 15,
"help_point_s": 4,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": ... | generation_error | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:15.311599+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_11380000_mp4_E01_substitution_c93fe493 | substitution | object_or_predicate_swap | washes hands | dries hands on a towel without washing them | You forgot to actually wash your hands first! | The hands remain contaminated, posing a hygiene risk for any subsequent actions like cooking or eating. | wrong_state | EgoLife | egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_11380000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/355f5f125e56e722aed9f3c132e3f78454b9777a8c895967a2df63fc20c9bea9 | {
"step_index": 19,
"want_s": 5,
"aligned_source_interval": [
0.875,
4.625
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_11380000_mp4_E01_substitution_c93fe493/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_11380000_mp4_E01_substitution_c93fe493/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_11380000_mp4_E01_substitution_c93fe493",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "视频2中，人在没有用水洗手的情况下，直接拿起粉色毛巾开始擦手。",
"difference_from_correct": "视频1中，人先打开水龙头认真洗手；而视频2中，人跳过了洗手步骤，... | {
"source_duration_s": 30.04,
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"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 19,
"source_replacement_end_s": 24,
"error_start_s": 19,
"error_end_s": 24,
"help_point_s": 19,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_r... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_11380000_mp4_E01_substitution_c93fe493/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:15.699829+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12170000_mp4_E01_substitution_d18ff222 | substitution | object_or_predicate_swap | picks up trash from the ground into a plastic bag | picks up a fallen leaf from the ground into the plastic bag. | You just grabbed a leaf, the trash is still on the ground. | The actual trash is left behind on the ground, meaning the cleaning task for that spot was ineffective. | wrong_object | EgoLife | egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12170000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/2ab7f690c5d8bd243aed318705930aba8c6cf877676e1e12373277bd3278b8de | {
"step_index": 23,
"want_s": 5,
"aligned_source_interval": [
0,
5
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12170000_mp4_E01_substitution_d18ff222/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12170000_mp4_E01_substitution_d18ff222/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12170000_mp4_E01_substitution_d18ff222",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中捡起的是一片枯叶，而不是地上的白色垃圾（纸巾），导致垃圾仍留在地上。",
"difference_from_correct": "在正确视频中，人捡起的是地上的白色垃圾；而在错误视频... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 23,
"source_replacement_end_s": 28,
"error_start_s": 23,
"error_end_s": 28,
"help_point_s": 23,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | 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_expand_egolife_egolife_A1_JAKE_D... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:17.145306+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12393000_mp4_E01_substitution_40cc3888 | substitution | object_or_predicate_swap | grind coffee with manual coffee grinder | Pour the whole coffee beans directly into the coffee filter. | Wait, you need to grind those beans first! | Hot water will flow right past the whole beans, resulting in hot water with almost no coffee flavor instead of a brewed cup of coffee. | wrong_state | EgoLife | egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12393000_mp4 | Complete the everyday activity correctly | unspecified | 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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/47fa9f331e0b5ae30b274a928e51ca38defd0c04e1f622b23a03bb77712d61a4 | {
"step_index": 10,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12393000_mp4_E01_substitution_40cc3888/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12393000_mp4_E01_substitution_40cc3888/... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12393000_mp4_E01_substitution_40cc3888",
"label": "有问题",
"confidence": 1,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频中直接将整颗未研磨的咖啡豆倒入咖啡滤纸中，而不是先用手动研磨机进行研磨。",
"difference_from_correct": "正确视频中，操作者正在使用手动研磨机研磨咖啡豆；而错误视... | {
"source_duration_s": 30.04,
"crop_start_s": 0,
"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 10,
"source_replacement_end_s": 18,
"error_start_s": 10,
"error_end_s": 18,
"help_point_s": 10,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_r... | 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_expand_egolife_egolife_A1_JAKE_D... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A1_JAKE_DAY4_DAY4_A1_JAKE_12393000_mp4_E01_substitution_40cc3888/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:17.770934+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19260000_mp4_E01_substitution_811ea4c0 | substitution | object_or_predicate_swap | washes hands under running water | Dry hands with a towel. | Wait, you forgot to actually wash your hands under the water first! | Contaminants remain on the hands, violating hygiene requirements and potentially contaminating whatever the person handles next. | wrong_state | EgoLife | egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19260000_mp4 | Complete the everyday activity correctly | unspecified | false | 7.458 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/59f32d30f040e608830f6e650a64eb7e877a086614450372f7a35056270a9d10 | {
"step_index": 15,
"want_s": 9,
"aligned_source_interval": [
0.675,
9
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19260000_mp4_E01_substitution_811ea4c0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19260000_mp4_E01_substitution_811ea... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19260000_mp4_E01_substitution_811ea4c0",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "在视频2中，人直接拿旁边的白色毛巾开始擦手，而没有先将手放在流动的清水下进行清洗。",
"difference_from_correct": "视频1中，人打开水龙头并在流水下仔细清洗... | {
"source_duration_s": 30.04,
"crop_start_s": 0,
"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 15,
"source_replacement_end_s": 24,
"error_start_s": 15,
"error_end_s": 24,
"help_point_s": 16,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_r... | 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_expand_egolife_egolife_A2_ALICE_... | {
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"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:18.154228+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19263000_mp4_E01_wrong_execution_3356489c | wrong_execution | execution_deviation | wiping hands with a tissue | wiping hands with a dirty, stained tissue | Don't use that tissue, it's already dirty! | The hands become contaminated with whatever was on the soiled tissue, failing the hygiene goal of the step. | wrong_state | EgoLife | egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19263000_mp4 | Complete the everyday activity correctly | unspecified | false | 4 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/3924467afbd0e1f87005f5f90850805448aaade352ff624f4f4e40506bb0b005 | {
"step_index": 0,
"want_s": 10,
"aligned_source_interval": [
0.75,
10
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19263000_mp4_E01_wrong_execution_3356489c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19263000_mp4_E01_wrong_execution... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19263000_mp4_E01_wrong_execution_3356489c",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "使用带有明显褐色污渍的脏纸巾擦手。",
"difference_from_correct": "视频1中使用干净纸巾，视频2中使用有大片污渍的脏纸巾。",
"physics_... | {
"source_duration_s": 30.04,
"crop_start_s": 0,
"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 0,
"source_replacement_end_s": 10,
"error_start_s": 0,
"error_end_s": 10,
"help_point_s": 0,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_reti... | generation_error | {
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"publication": "UnifiedProactiveBench/generation_error/v1",
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"source_metadata_original": "<source>/dataset_v2_context_pairs_full/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_19263000_mp4_E01_wrong_execution_3356489c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egol... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:18.545230+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20043000_mp4_E01_substitution_67c01845 | substitution | object_or_predicate_swap | opens a plastic bag of garlic cloves | opens a plastic bag of shallots | Wait, you grabbed the bag of shallots instead of the garlic. | The wrong ingredient is introduced into the recipe, leading to an incorrect culinary outcome. | wrong_object | EgoLife | egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20043000_mp4 | Complete the everyday activity correctly | unspecified | false | 6.5 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/c88867cdfdfa68e866795bcd16d9deeb1bcb611258edc1a458ea290fd65de6dd | {
"step_index": 18,
"want_s": 9,
"aligned_source_interval": [
0.675,
8.325
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20043000_mp4_E01_substitution_67c01845/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20043000_mp4_E01_substitution_67c01... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20043000_mp4_E01_substitution_67c01845",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "视频中打开的是一袋红葱头（shallots），而不是大蒜瓣（garlic cloves）。",
"difference_from_correct": "正确视频中打开的是装有剥皮大蒜的... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 18,
"source_replacement_end_s": 27,
"error_start_s": 18,
"error_end_s": 27,
"help_point_s": 18,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | 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_expand_egolife_egolife_A2_ALICE_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20043000_mp4_E01_substitution_67c01845/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:37.926033+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20213000_mp4_E01_substitution_db33fb29 | substitution | object_or_predicate_swap | stirs food in a pot | covers the pot with a lid | Stir it first before you put the lid on! | The ingredients at the bottom of the pot burn and stick because they were not agitated to distribute the heat evenly. | wrong_state | EgoLife | egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20213000_mp4 | Complete the everyday activity correctly | unspecified | false | 4.958 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/17bf3c9cab375ecec555c14fe189d09022e999fbb4ebf7e2181afa4b29eb0756 | {
"step_index": 15,
"want_s": 11,
"aligned_source_interval": [
0.8250000000000001,
11
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20213000_mp4_E01_substitution_db33fb29/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20213000_mp4_E01_substitution_db33f... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20213000_mp4_E01_substitution_db33fb29",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中，操作者直接用盖子盖住了锅，而没有像视频1中那样先用勺子搅拌锅里的食物。",
"difference_from_correct": "视频1中操作者正在用勺子搅拌锅中的食物，而... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 15,
"source_replacement_end_s": 26,
"error_start_s": 15,
"error_end_s": 26,
"help_point_s": 15,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | 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_expand_egolife_egolife_A2_ALICE_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY1_DAY1_A2_ALICE_20213000_mp4_E01_substitution_db33fb29/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:38.973007+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY7_DAY7_A2_ALICE_12130000_mp4_E01_substitution_58377df2 | substitution | object_or_predicate_swap | wiping stain off shirt with a napkin | wiping the stain on the shirt with a bare hand | Don't use your bare hand, you're just smearing it—grab a napkin! | Smearing the stain into the fabric instead of absorbing it, which worsens the damage to the shirt and makes it harder to clean. | wrong_state | EgoLife | egolife_A2_ALICE_DAY7_DAY7_A2_ALICE_12130000_mp4 | Complete the everyday activity correctly | unspecified | false | 4.125 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/1499192c84d56443768c19a8b6dd9bb2afb93527388b074c68d2817e445e28b9 | {
"step_index": 15,
"want_s": 8,
"aligned_source_interval": [
0,
2.6000000000000005
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY7_DAY7_A2_ALICE_12130000_mp4_E01_substitution_58377df2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY7_DAY7_A2_ALICE_12130000_mp4_E01_substitution_58377... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY7_DAY7_A2_ALICE_12130000_mp4_E01_substitution_58377df2",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 3,
"visible_error": "视频中，该人直接用光手去擦拭衣服上的污渍，而不是使用纸巾。",
"difference_from_correct": "在视频1中，该人使用纸巾擦拭衣服上的污渍；而在视频2中，该人直接... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 15,
"source_replacement_end_s": 23,
"error_start_s": 15,
"error_end_s": 23,
"help_point_s": 16,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | 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_expand_egolife_egolife_A2_ALICE_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A2_ALICE_DAY7_DAY7_A2_ALICE_12130000_mp4_E01_substitution_58377df2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:41.221579+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY1_DAY1_A3_TASHA_19470000_mp4_E01_wrong_execution_9de01c37 | wrong_execution | execution_deviation | pours egg yolks into the mixing bowl | pour the egg yolks into the sink | Wait, don't pour the yolks down the sink! | The recipe is missing a key ingredient, and the yolks are unrecoverable, halting the cooking process. | wrong_destination | EgoLife | egolife_A3_TASHA_DAY1_DAY1_A3_TASHA_19470000_mp4 | Complete the everyday activity correctly | unspecified | false | 5.833 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/c1683e48fc5aae89bbc0793770e2cc3b6c467a042464686e6f76abe2401b4c24 | {
"step_index": 8,
"want_s": 7,
"aligned_source_interval": [
3.325,
7
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY1_DAY1_A3_TASHA_19470000_mp4_E01_wrong_execution_9de01c37/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY1_DAY1_A3_TASHA_19470000_mp4_E01_wrong_execution... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY1_DAY1_A3_TASHA_19470000_mp4_E01_wrong_execution_9de01c37",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "操作者将蛋黄直接倒入水槽中，而不是倒入搅拌碗中。",
"difference_from_correct": "正确视频中蛋黄被倒入碗内，而错误视频中蛋黄被倒入水槽，导致食材流失。"... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 8,
"source_replacement_end_s": 15,
"error_start_s": 8,
"error_end_s": 15,
"help_point_s": 9,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": ... | 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_expand_egolife_egolife_A3_TASHA_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY1_DAY1_A3_TASHA_19470000_mp4_E01_wrong_execution_9de01c37/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egol... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:43.242300+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY5_DAY5_A3_TASHA_19043000_mp4_E01_wrong_execution_295a670e | wrong_execution | execution_deviation | wipe metal bowl | wipe the glass bowl | Wait, you need to wipe the metal bowl, not the glass one. | The intended metal bowl remains unprepared, meaning whatever ingredient is placed in it next (like egg whites) will be compromised by residual moisture or fat. | wrong_object | EgoLife | egolife_A3_TASHA_DAY5_DAY5_A3_TASHA_19043000_mp4 | Complete the everyday activity correctly | unspecified | false | 6.5 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/7c8d0e8edcb01e5bf16e539e90bb63da858d7209b822ab7dd23a28eb677c3598 | {
"step_index": 18,
"want_s": 9,
"aligned_source_interval": [
1.575,
9
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY5_DAY5_A3_TASHA_19043000_mp4_E01_wrong_execution_295a670e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY5_DAY5_A3_TASHA_19043000_mp4_E01_wrong_execution... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY5_DAY5_A3_TASHA_19043000_mp4_E01_wrong_execution_295a670e",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "视频2中擦拭的是玻璃碗，而非金属碗。",
"difference_from_correct": "视频1擦拭金属碗，视频2擦拭玻璃碗，目标对象错误。",
"physics_ch... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 18,
"source_replacement_end_s": 27,
"error_start_s": 18,
"error_end_s": 27,
"help_point_s": 18,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by... | 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_expand_egolife_egolife_A3_TASHA_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A3_TASHA_DAY5_DAY5_A3_TASHA_19043000_mp4_E01_wrong_execution_295a670e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egol... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:52.279608+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_13420000_mp4_E01_wrong_execution_fe97cd48 | wrong_execution | execution_deviation | open the refrigerator door | open the freezer door | Wrong door, you need the fridge, not the freezer. | The person cannot retrieve the necessary refrigerated ingredients, halting the task until the correct door is opened. | wrong_object | EgoLife | egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_13420000_mp4 | Complete the everyday activity correctly | unspecified | 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": 4
} | {
"source": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/ef0e3f5af2e4477feb087bdefce0fc77d13c0dadad74057264dd84bd6f8f5216 | {
"step_index": 10.5,
"want_s": 6,
"aligned_source_interval": [
1.65,
6
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_13420000_mp4_E01_wrong_execution_fe97cd48/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_13420000_mp4_E01_wrong_execution... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_13420000_mp4_E01_wrong_execution_fe97cd48",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 5,
"visible_error": "视频2中打开了带有抽屉的冷冻室门，而不是冷藏室门。",
"difference_from_correct": "视频1中打开的是冷藏室（内有搁架和饮料），而视频2中打开的是冷冻室（... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 10.5,
"source_replacement_end_s": 16.5,
"error_start_s": 10.5,
"error_end_s": 16.5,
"help_point_s": 12.5,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_... | 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_expand_egolife_egolife_A4_LUCIA_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_13420000_mp4_E01_wrong_execution_fe97cd48/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egol... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:55.674865+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20040000_mp4_E01_wrong_execution_66e0cf9c | wrong_execution | execution_deviation | takes a carton out of the refrigerator | takes a bottle out of the refrigerator | Wait, you grabbed the bottle instead of the carton. | Introducing the wrong liquid in the subsequent steps will ruin the dish or result in the wrong beverage being served. | wrong_object | EgoLife | egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20040000_mp4 | Complete the everyday activity correctly | unspecified | false | 5.792 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/c1c24c540dc75cf4ba6df2a0d86a87d179f2d74f40681863772ab38ba4790810 | {
"step_index": 7,
"want_s": 7,
"aligned_source_interval": [
2.625,
6.475
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20040000_mp4_E01_wrong_execution_66e0cf9c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20040000_mp4_E01_wrong_execution... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20040000_mp4_E01_wrong_execution_66e0cf9c",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "视频2中拿取了透明水瓶，而非视频1中的纸盒。",
"difference_from_correct": "视频1中正确拿取纸盒，视频2中错误拿取了水瓶。",
"physics_... | {
"source_duration_s": 30.04,
"crop_start_s": 0,
"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 7,
"source_replacement_end_s": 14,
"error_start_s": 7,
"error_end_s": 14,
"help_point_s": 8,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_reti... | 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_expand_egolife_egolife_A4_LUCIA_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20040000_mp4_E01_wrong_execution_66e0cf9c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egol... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:56.249166+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20120000_mp4_E01_substitution_2c571272 | substitution | object_or_predicate_swap | wiping | Wipe the inside of the non-stick pan with a metal scouring pad instead of a soft sponge. | Stop, don't use a metal scrubber on a non-stick pan! | The hard metal abrasive gouges and strips away the soft Teflon coating of the pan. | wrong_state | EgoLife | egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20120000_mp4 | Complete the everyday activity correctly | unspecified | false | 10 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | promoted_after_review | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/160a208a620b67fe0e3c3b8669145bab0e3fd15417ba5db97eb9b05f45892dec | {
"step_index": 19.5,
"want_s": 9,
"aligned_source_interval": [
0.675,
9
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20120000_mp4_E01_substitution_2c571272/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20120000_mp4_E01_substitution_2c571... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20120000_mp4_E01_substitution_2c571272",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 9,
"visible_error": "使用钢丝球擦拭金属盘，而不是用软布或纸巾擦拭。",
"difference_from_correct": "在视频1中，操作者使用柔软的纸巾擦拭金属盘；而在视频2中，操作者改用钢丝球擦... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 19.5,
"source_replacement_end_s": 28.5,
"error_start_s": 19.5,
"error_end_s": 28.5,
"help_point_s": 20.5,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_... | 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_expand_egolife_egolife_A4_LUCIA_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A4_LUCIA_DAY1_DAY1_A4_LUCIA_20120000_mp4_E01_substitution_2c571272/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T10:59:56.638592+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY1_DAY1_A6_SHURE_11413000_mp4_E01_wrong_execution_95976a00 | wrong_execution | execution_deviation | writes on whiteboard | writes on the pulled-down projection screen | Stop, you're writing on the projection screen! | The projection screen is permanently stained by the marker, ruining it for future use, and the notes cannot be erased. | wrong_object | EgoLife | egolife_A6_SHURE_DAY1_DAY1_A6_SHURE_11413000_mp4 | Complete the everyday activity correctly | unspecified | false | 3 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/1a14541f8f498c33970c18867530719945d6d4a57a2ba92d75b784ceeda81cd1 | {
"step_index": 14,
"want_s": 8,
"aligned_source_interval": [
2.2,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY1_DAY1_A6_SHURE_11413000_mp4_E01_wrong_execution_95976a00/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY1_DAY1_A6_SHURE_11413000_mp4_E01_wrong_execution... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY1_DAY1_A6_SHURE_11413000_mp4_E01_wrong_execution_95976a00",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 1,
"error_end_s": 2,
"visible_error": "使用马克笔在投影幕布上书写。",
"difference_from_correct": "视频1使用白板，视频2错误地在投影幕布上书写。",
"physics_check": ... | {
"source_duration_s": 30.04,
"crop_start_s": 0,
"crop_end_s": 30.04,
"duration_s": 30.04,
"source_replacement_start_s": 14,
"source_replacement_end_s": 22,
"error_start_s": 14,
"error_end_s": 22,
"help_point_s": 15,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_r... | 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_expand_egolife_egolife_A6_SHURE_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY1_DAY1_A6_SHURE_11413000_mp4_E01_wrong_execution_95976a00/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egol... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:08.145033+00:00"
} |
v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY3_DAY3_A6_SHURE_21080000_mp4_E01_substitution_ecd3cc3b | substitution | object_or_predicate_swap | flips meat on the grill | moves the meat from the grill to a plate | Wait, you haven't cooked the other side yet! | Removing the meat early prevents the second side from cooking, resulting in an undercooked meal. | wrong_destination | EgoLife | egolife_A6_SHURE_DAY3_DAY3_A6_SHURE_21080000_mp4 | Complete the everyday activity correctly | unspecified | false | 6.5 | {
"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": "1408x1408",
"generated": "720x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.261
} | passed_lean_gates | <source>/.cache/huggingface/hub/datasets--lmms-lab--EgoLife/blobs/eb7da5c81905f0558a140843fefb464214dee8f372457950f825ff315b4f3235 | {
"step_index": 2,
"want_s": 11,
"aligned_source_interval": [
0,
11
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY3_DAY3_A6_SHURE_21080000_mp4_E01_substitution_ecd3cc3b/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY3_DAY3_A6_SHURE_21080000_mp4_E01_substitution_ecd3c... | {
"sample_id": "v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY3_DAY3_A6_SHURE_21080000_mp4_E01_substitution_ecd3cc3b",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 0,
"visible_error": "视频1和视频2的内容与预期相反。视频2中展示的是在烤架上翻面（正确动作），而视频1中展示的是将肉从烤架移到盘子里（错误动作）。",
"difference_from_correct": ... | {
"source_duration_s": 30,
"crop_start_s": 0,
"crop_end_s": 30,
"duration_s": 30,
"source_replacement_start_s": 2,
"source_replacement_end_s": 13,
"error_start_s": 2,
"error_end_s": 13,
"help_point_s": 2,
"duration_status": "short_source",
"continuity_policy": "full_source",
"error_retimed_by": ... | 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_expand_egolife_egolife_A6_SHURE_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife_egolife_A6_SHURE_DAY3_DAY3_A6_SHURE_21080000_mp4_E01_substitution_ecd3cc3b/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egolife... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:15.512915+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_0a2fe2038c925076_E01_substitution_66739df5 | substitution | object_or_predicate_swap | lay that blank sheet flat on the table smooth out any wrinkles and nudge it into place if needed | lay the blank sheet over a textured placemat on the table | Move the paper off that placemat, the texture will mess up your marker lines. | The bumpy surface underneath causes the marker strokes to skip and picks up the placemat's texture (frottage effect), ruining the intended smooth lines of the abstract design. | wrong_destination | egoproactive | ep_0a2fe2038c925076 | Creating a quick abstract art with markers | unspecified | 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": "720x958",
"generated": "720x958",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/0a2fe2038c925076.mp4 | {
"step_index": 0,
"want_s": 2,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_0a2fe2038c925076_E01_substitution_66739df5/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_0a2fe2038c925076_E01_substitution_66739df5/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_0a2fe2038c925076_E01_substitution_66739df5",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中将空白纸张放在了有纹理的编织餐垫上，而不是直接平铺在光滑的桌面上。",
"difference_from_correct": "视频1中纸张直接平放在光滑的木质桌面上；视频2中纸张被放在了粗糙的编织餐垫上。",
"phy... | {
"source_duration_s": 165.47,
"crop_start_s": 0,
"crop_end_s": 165.47,
"duration_s": 165.47,
"source_replacement_start_s": 0,
"source_replacement_end_s": 2,
"error_start_s": 0,
"error_end_s": 2,
"help_point_s": 0,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_re... | 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_expand_egoproactive_ep_0a2fe2038... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_0a2fe2038c925076_E01_substitution_66739df5/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_0a2fe2038c92507... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:19.258995+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_110f91ad468c0f4a_E01_wrong_execution_da7e8614 | wrong_execution | execution_deviation | grab that thin, flimsy paintbrush and get ready the watercolor paper’s all set on the table | grab that thin, flimsy paintbrush from the dirty water cup and get ready over the watercolor paper | Wash that brush first, it's full of dirty water! | The murky water in the brush will mix with the fresh watercolor, creating a dull, muddy background instead of a clean wash. | wrong_state | egoproactive | ep_110f91ad468c0f4a | Creating a quick watercolor wash background | unspecified | 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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/110f91ad468c0f4a.mp4 | {
"step_index": 0,
"want_s": 2,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_110f91ad468c0f4a_E01_wrong_execution_da7e8614/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_110f91ad468c0f4a_E01_wrong_execution_da7e8614/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_110f91ad468c0f4a_E01_wrong_execution_da7e8614",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "画笔带有脏水并滴落在干净的画纸上，造成污染。",
"difference_from_correct": "视频1中画笔干净且准备就绪；视频2中画笔含有脏水并滴在纸上。",
"physics_check": "通过",
"... | {
"source_duration_s": 148.53,
"crop_start_s": 0,
"crop_end_s": 148.53,
"duration_s": 148.53,
"source_replacement_start_s": 0,
"source_replacement_end_s": 2,
"error_start_s": 0,
"error_end_s": 2,
"help_point_s": 0,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_re... | 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_expand_egoproactive_ep_110f91ad4... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_110f91ad468c0f4a_E01_wrong_execution_da7e8614/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_110f91ad468c... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:19.834950+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_112f1e82c8189d58_E01_wrong_execution_65125fb5 | wrong_execution | execution_deviation | fold it diagonally to make a triangle nice and neat | fold the paper in half horizontally to make a rectangle | Wait, you need to fold it corner-to-corner to make a triangle, not edge-to-edge. | The incorrect crease pattern makes it impossible to collapse the paper into the required waterbomb base for the butterfly. | wrong_destination | egoproactive | ep_112f1e82c8189d58 | Folding a paper butterfly | unspecified | false | 4.667 | {
"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": "720x958",
"generated": "720x958",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/112f1e82c8189d58.mp4 | {
"step_index": 2,
"want_s": 4,
"aligned_source_interval": [
0,
2.9000000000000004
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_112f1e82c8189d58_E01_wrong_execution_65125fb5/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_112f1e82c8189d58_E01_wrong_execution_65125fb5/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_112f1e82c8189d58_E01_wrong_execution_65125fb5",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "视频2中将纸张水平对折，折成了矩形而非三角形。",
"difference_from_correct": "视频1展示了对角线折叠的准备，而视频2实际进行了水平对折。",
"physics_check": "通过",
"... | {
"source_duration_s": 137.4,
"crop_start_s": 0,
"crop_end_s": 137.4,
"duration_s": 137.4,
"source_replacement_start_s": 2,
"source_replacement_end_s": 6,
"error_start_s": 2,
"error_end_s": 6,
"help_point_s": 2,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_retim... | 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_expand_egoproactive_ep_112f1e82c... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_112f1e82c8189d58_E01_wrong_execution_65125fb5/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_112f1e82c818... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:20.201126+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_17e3cb885c9d4a9f_E01_wrong_execution_3e985d53 | wrong_execution | execution_deviation | twist that new LED bulb clockwise until it’s snug | twist the old clear glass bulb clockwise until it's snug | Wait, you grabbed the old burnt-out bulb instead of the new LED one! | The task fails because a non-functional bulb is installed, leaving the nightlight broken. | wrong_object | egoproactive | ep_17e3cb885c9d4a9f | Replacing a nightlight bulb | unspecified | 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": "720x962",
"generated": "1280x540",
"exact_size_match": false,
"aspect_preserved": false,
"area_ratio": 0.998
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/17e3cb885c9d4a9f.mp4 | {
"step_index": 35.7,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_17e3cb885c9d4a9f_E01_wrong_execution_3e985d53/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_17e3cb885c9d4a9f_E01_wrong_execution_3e985d53/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_17e3cb885c9d4a9f_E01_wrong_execution_3e985d53",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 8,
"visible_error": "视频2中安装的是透明白炽灯泡，而不是视频1中的白色LED灯泡。",
"difference_from_correct": "视频1中正确安装了白色LED灯泡，而视频2中错误地安装了旧的透明玻璃灯泡。",
"physics_c... | {
"source_duration_s": 86.4,
"crop_start_s": 0,
"crop_end_s": 86.4,
"duration_s": 86.4,
"source_replacement_start_s": 35.7,
"source_replacement_end_s": 43.7,
"error_start_s": 35.7,
"error_end_s": 43.7,
"help_point_s": 37.7,
"duration_status": "within_target",
"continuity_policy": "full_source",
... | 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_expand_egoproactive_ep_17e3cb885... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_17e3cb885c9d4a9f_E01_wrong_execution_3e985d53/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_17e3cb885c9d... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:21.020643+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_235e6ec7c54cad76_E02_wrong_execution_30a9bd97 | wrong_execution | execution_deviation | wipe each ceiling fan blade one by one spin the fan as needed to reach them all | Wipe the glass light fixture in the center of the ceiling fan. | You need to wipe the actual fan blades, not just the light fixture in the middle. | The primary dust-gathering surfaces (the blades) are left uncleaned, completely defeating the purpose of the task. | wrong_object | egoproactive | ep_235e6ec7c54cad76 | Cleaning ceiling fan blades | unspecified | 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": "720x954",
"generated": "720x954",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/235e6ec7c54cad76.mp4 | {
"step_index": 13.1,
"want_s": 7.700000000000001,
"aligned_source_interval": [
1.3475000000000001,
6.352500000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_235e6ec7c54cad76_E02_wrong_execution_30a9bd97/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_235e6ec7c54cad76_E02_wrong_execution_30a9bd97/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_235e6ec7c54cad76_E02_wrong_execution_30a9bd97",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "清洁人员擦拭的是吊扇中央的玻璃灯罩，而非扇叶本身。",
"difference_from_correct": "正确视频中擦拭并清洁了扇叶，而错误视频中仅擦拭了中央的灯罩。",
"physics_check": "通过",
... | {
"source_duration_s": 106.33,
"crop_start_s": 0,
"crop_end_s": 106.33,
"duration_s": 106.33,
"source_replacement_start_s": 13.1,
"source_replacement_end_s": 20.8,
"error_start_s": 13.1,
"error_end_s": 20.8,
"help_point_s": 15.1,
"duration_status": "within_target",
"continuity_policy": "full_sourc... | 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_expand_egoproactive_ep_235e6ec7c... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_235e6ec7c54cad76_E02_wrong_execution_30a9bd97/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_235e6ec7c54c... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:23.490950+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_26694a16b3f352ec_E02_wrong_execution_67d715dc | wrong_execution | execution_deviation | grab a sheet from the sandpaper package and give it a quick look before the person start sanding | grab a crumpled, dust-covered piece of used sandpaper from the workbench and give it a quick look before starting to sand | That piece is completely worn out, grab a fresh sheet from the package. | The lack of abrasive on the used sandpaper means the sticky layer on the window frame won't be removed, leaving the frame unprepared. | wrong_object | egoproactive | ep_26694a16b3f352ec | Sanding a sticky window frame | unspecified | false | 3.167 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "720x966",
"generated": "720x966",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/26694a16b3f352ec.mp4 | {
"step_index": 33,
"want_s": 8,
"aligned_source_interval": [
6,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_26694a16b3f352ec_E02_wrong_execution_67d715dc/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_26694a16b3f352ec_E02_wrong_execution_67d715dc/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_26694a16b3f352ec_E02_wrong_execution_67d715dc",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频2中展示了一张磨损严重且沾满灰尘的旧砂纸，而非全新砂纸。",
"difference_from_correct": "视频1准备使用新砂纸包装，视频2则展示并使用了废旧砂纸。",
"physics_check": "通过... | {
"source_duration_s": 134.93,
"crop_start_s": 0,
"crop_end_s": 134.93,
"duration_s": 134.93,
"source_replacement_start_s": 33,
"source_replacement_end_s": 41,
"error_start_s": 33,
"error_end_s": 41,
"help_point_s": 33,
"duration_status": "within_target",
"continuity_policy": "full_source",
"err... | 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_expand_egoproactive_ep_26694a16b... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_26694a16b3f352ec_E02_wrong_execution_67d715dc/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_26694a16b3f3... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:24.973101+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_4918e35d642df5a0_E01_wrong_execution_84ce6681 | wrong_execution | execution_deviation | twist the detector back onto its base, press test to hear a chirp adjust if needed | Press the detector against the ceiling beside the mounting base and twist it. | You missed the mount, move it over to the base. | The detector fails to mount because it is not aligned with the base's locking mechanism, preventing completion of the installation. | wrong_destination | egoproactive | ep_4918e35d642df5a0 | Replacing batteries in smoke detector | unspecified | false | 6.5 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "720x958",
"generated": "720x958",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/4918e35d642df5a0.mp4 | {
"step_index": 73.6,
"want_s": 14.800000000000011,
"aligned_source_interval": [
4.070000000000003,
12.21000000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4918e35d642df5a0_E01_wrong_execution_84ce6681/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4918e35d642df5a0_E01_wrong_execution_84ce6681/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_4918e35d642df5a0_E01_wrong_execution_84ce6681",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "操作者未将报警器对准安装底座，而是直接在底座旁边的墙面上进行按压和旋转操作。",
"difference_from_correct": "正确步骤需将报警器旋入底座固定；错误步骤则完全偏离底座，在墙体空白处操作。",
"ph... | {
"source_duration_s": 88.33,
"crop_start_s": 0,
"crop_end_s": 88.33,
"duration_s": 88.33,
"source_replacement_start_s": 73.6,
"source_replacement_end_s": 88.33,
"error_start_s": 73.6,
"error_end_s": 88.33,
"help_point_s": 75.6,
"duration_status": "within_target",
"continuity_policy": "full_source... | 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_expand_egoproactive_ep_4918e35d6... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4918e35d642df5a0_E01_wrong_execution_84ce6681/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4918e35d642d... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:25.537228+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_4cb1a0fbdeaba951_E03_wrong_execution_f534f903 | wrong_execution | execution_deviation | draw a flower five soft pink petals, nice and rounded | draw a flower with five sharp, pointy pink petals | Make the petals rounded, not pointy. | The drawing fails to meet the stylistic requirements of the pattern, resulting in an incorrect design. | wrong_state | egoproactive | ep_4cb1a0fbdeaba951 | Drawing a simple floral pattern | unspecified | false | 9 | {
"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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/4cb1a0fbdeaba951.mp4 | {
"step_index": 27.1,
"want_s": 6.100000000000001,
"aligned_source_interval": [
0.4575000000000001,
6.100000000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4cb1a0fbdeaba951_E03_wrong_execution_f534f903/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4cb1a0fbdeaba951_E03_wrong_execution_f534f903/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_4cb1a0fbdeaba951_E03_wrong_execution_f534f903",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 8,
"visible_error": "视频2中绘制的花瓣形状非常尖锐且有棱角，呈星形，不符合圆润的要求。",
"difference_from_correct": "视频1中绘制的花瓣是圆润的，而视频2中绘制的花瓣是尖锐且有尖角的。",
"physics_che... | {
"source_duration_s": 164.13,
"crop_start_s": 0,
"crop_end_s": 164.13,
"duration_s": 164.13,
"source_replacement_start_s": 27.1,
"source_replacement_end_s": 33.2,
"error_start_s": 27.1,
"error_end_s": 33.2,
"help_point_s": 27.1,
"duration_status": "within_target",
"continuity_policy": "full_sourc... | 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_expand_egoproactive_ep_4cb1a0fbd... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4cb1a0fbdeaba951_E03_wrong_execution_f534f903/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_4cb1a0fbdeab... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:33.312523+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_68d542c348fb1348_E02_wrong_execution_fcbbe0c6 | wrong_execution | execution_deviation | grab that bowl of soapy water and set it right by the sliding glass door track keep it handy | grab that bowl of plain, unsoaped water and set it right by the sliding glass door track keep it handy | You need to add some soap to that water first, or it won't cut through the grease in the track. | The lack of surfactants in the water prevents the grease and heavy dirt from being lifted, resulting in an ineffective cleaning process. | wrong_object | egoproactive | ep_68d542c348fb1348 | Cleaning sliding glass door track | unspecified | false | 7.542 | {
"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": "720x954",
"generated": "720x954",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/68d542c348fb1348.mp4 | {
"step_index": 2,
"want_s": 4.7,
"aligned_source_interval": [
0,
4.7
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_68d542c348fb1348_E02_wrong_execution_fcbbe0c6/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_68d542c348fb1348_E02_wrong_execution_fcbbe0c6/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_68d542c348fb1348_E02_wrong_execution_fcbbe0c6",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 7,
"visible_error": "视频2中使用的水盆里只有清水，没有任何肥皂泡，而视频1中的水盆里有明显的肥皂泡。",
"difference_from_correct": "视频1的水里有清洁剂泡沫，视频2的水完全是清澈的无泡水。",
"physics_... | {
"source_duration_s": 80.27,
"crop_start_s": 0,
"crop_end_s": 80.27,
"duration_s": 80.27,
"source_replacement_start_s": 2,
"source_replacement_end_s": 6.7,
"error_start_s": 2,
"error_end_s": 6.7,
"help_point_s": 2,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_r... | 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_expand_egoproactive_ep_68d542c34... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_68d542c348fb1348_E02_wrong_execution_fcbbe0c6/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_68d542c348fb... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:34.734167+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_79e5e7d3c479d240_E01_substitution_6308807f | substitution | object_or_predicate_swap | tap the start button on the smartwatch to begin the timer | tap the cancel button on the smartwatch | You hit cancel instead of start, so your timer isn't running. | The timer never starts, so the user fails to measure the time or gets no alert. | wrong_object | egoproactive | ep_79e5e7d3c479d240 | How to use a stopwatch or timer | unspecified | false | 4 | {
"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": "720x958",
"generated": "720x958",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/79e5e7d3c479d240.mp4 | {
"step_index": 2.1,
"want_s": 8,
"aligned_source_interval": [
1.4000000000000001,
5.800000000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_79e5e7d3c479d240_E01_substitution_6308807f/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_79e5e7d3c479d240_E01_substitution_6308807f/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_79e5e7d3c479d240_E01_substitution_6308807f",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "在视频2中，用户点击了左侧的灰色按钮（复位/取消按钮），而不是右侧的绿色启动按钮。",
"difference_from_correct": "在视频1中，用户正确地点击了右侧的绿色启动按钮来开始计时；而在视频2中，用户点击了左侧的灰... | {
"source_duration_s": 84.67,
"crop_start_s": 0,
"crop_end_s": 84.67,
"duration_s": 84.67,
"source_replacement_start_s": 2.1,
"source_replacement_end_s": 10.1,
"error_start_s": 2.1,
"error_end_s": 10.1,
"help_point_s": 2.1,
"duration_status": "within_target",
"continuity_policy": "full_source",
... | 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_expand_egoproactive_ep_79e5e7d3c... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_79e5e7d3c479d240_E01_substitution_6308807f/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_79e5e7d3c479d24... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:49.496073+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_9283910a485e5c47_E03_wrong_execution_c2476d10 | wrong_execution | execution_deviation | grab the clean microfiber cloth and give those window tracks and frame a good dry don’t forget to peek for any sneaky wet spots | grab the clean microfiber cloth and wipe the window glass instead of the tracks and frame | You need to dry the tracks at the bottom, not the glass. | The tracks are left wet, defeating the purpose of the drying step and potentially causing water damage or dirt buildup. | wrong_destination | egoproactive | ep_9283910a485e5c47 | Cleaning window tracks | unspecified | false | 8.292 | {
"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": "720x962",
"generated": "720x962",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/9283910a485e5c47.mp4 | {
"step_index": 101,
"want_s": 8,
"aligned_source_interval": [
0,
5.800000000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9283910a485e5c47_E03_wrong_execution_c2476d10/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9283910a485e5c47_E03_wrong_execution_c2476d10/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_9283910a485e5c47_E03_wrong_execution_c2476d10",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 7,
"visible_error": "操作人员使用微纤维抹布擦拭窗户玻璃，而不是擦干窗轨和窗框。",
"difference_from_correct": "视频1中正在擦拭底部的窗轨，而视频2中则在擦拭上方的窗户玻璃。",
"physics_check": "... | {
"source_duration_s": 152.6,
"crop_start_s": 0,
"crop_end_s": 152.6,
"duration_s": 152.6,
"source_replacement_start_s": 101,
"source_replacement_end_s": 109,
"error_start_s": 101,
"error_end_s": 109,
"help_point_s": 101,
"duration_status": "within_target",
"continuity_policy": "full_source",
"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_expand_egoproactive_ep_9283910a4... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9283910a485e5c47_E03_wrong_execution_c2476d10/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9283910a485e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:00:54.068709+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_9d573b5e8e238353_E03_wrong_execution_0af7cf8e | wrong_execution | execution_deviation | grab that yellow paper, cut a small piece, and stick it off-center on the magnet to give it a lopsided look | grab that yellow paper, cut a small piece, and stick it exactly in the center of the magnet | Don't put it in the middle, it's supposed to be off-center! | The aesthetic goal of the task is failed because the decoration is symmetrical rather than lopsided. | wrong_destination | egoproactive | ep_9d573b5e8e238353 | Decorating a plain magnet | unspecified | 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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/9d573b5e8e238353.mp4 | {
"step_index": 69.1,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9d573b5e8e238353_E03_wrong_execution_0af7cf8e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9d573b5e8e238353_E03_wrong_execution_0af7cf8e/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_9d573b5e8e238353_E03_wrong_execution_0af7cf8e",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 2,
"error_end_s": 6,
"visible_error": "黄色方形纸片被贴在了磁铁的正中央，而不是偏离中心的位置。",
"difference_from_correct": "视频2中将黄色纸片对称地贴在磁铁正中心，而正确步骤要求将其偏心粘贴以达到不对称效果。",
"physics... | {
"source_duration_s": 230.13,
"crop_start_s": 9.1,
"crop_end_s": 129.1,
"duration_s": 120,
"source_replacement_start_s": 69.1,
"source_replacement_end_s": 77.1,
"error_start_s": 60,
"error_end_s": 68,
"help_point_s": 62,
"duration_status": "within_target",
"continuity_policy": "120s_event_centere... | 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_expand_egoproactive_ep_9d573b5e8... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9d573b5e8e238353_E03_wrong_execution_0af7cf8e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9d573b5e8e23... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:01.732634+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_9ffaadce7276fe77_E02_substitution_1967bc3c | substitution | object_or_predicate_swap | grab the spray bottle and a clean paper towel spritz the towel with water to dampen it up | grab the spray bottle and a clean paper towel and spritz the wall directly with water | Spray the towel, not the wall, so the water doesn't drip down the paint! | The excess water drips down the wall causing water damage or streaks, and wiping with a dry towel may just smudge the pencil mark instead of erasing it. | wrong_destination | egoproactive | ep_9ffaadce7276fe77 | Erasing pencil marks from walls | unspecified | false | 8.958 | {
"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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/9ffaadce7276fe77.mp4 | {
"step_index": 1.6,
"want_s": 5.6,
"aligned_source_interval": [
0,
5.6
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9ffaadce7276fe77_E02_substitution_1967bc3c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9ffaadce7276fe77_E02_substitution_1967bc3c/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_9ffaadce7276fe77_E02_substitution_1967bc3c",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 2,
"error_end_s": 8,
"visible_error": "在视频2中，操作人员直接将水喷洒在墙壁上，导致大量水分顺着墙面流下，而不是像视频1中那样将水喷在纸巾上。",
"difference_from_correct": "视频1中，操作人员将水喷在纸巾上使其微湿；而视频2中，操作人员直接... | {
"source_duration_s": 135.6,
"crop_start_s": 0,
"crop_end_s": 135.6,
"duration_s": 135.6,
"source_replacement_start_s": 1.6,
"source_replacement_end_s": 7.2,
"error_start_s": 1.6,
"error_end_s": 7.2,
"help_point_s": 3.6,
"duration_status": "within_target",
"continuity_policy": "full_source",
"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_expand_egoproactive_ep_9ffaadce7... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9ffaadce7276fe77_E02_substitution_1967bc3c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_9ffaadce7276fe7... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:10.681504+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_substitution_c3d417a8 | substitution | object_or_predicate_swap | pull the drawer out a bit and slide it open and closed feel for any sticking or tilting on the slides | Pull the drawer completely out and remove it from the cabinet. | Slide it back and forth to test it before you take it all the way out. | Failing to test the slide movement means misalignments aren't caught, resulting in a drawer that sticks, tilts, or doesn't close properly. | wrong_state | egoproactive | ep_abf6f60d444f0e8f | Adjusting drawer slides | unspecified | 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": 4
} | {
"source": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/abf6f60d444f0e8f.mp4 | {
"step_index": 0,
"want_s": 2,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_substitution_c3d417a8/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_substitution_c3d417a8/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_substitution_c3d417a8",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "抽屉被完全从柜子轨道中拉出并拿在手中，而不是稍微拉出以测试滑轨的顺畅度。",
"difference_from_correct": "在视频1中，抽屉只是被稍微拉开并保持在轨道上；而在视频2中，抽屉被完全拉出并脱离了柜体轨道。",
... | {
"source_duration_s": 136.73,
"crop_start_s": 0,
"crop_end_s": 136.73,
"duration_s": 136.73,
"source_replacement_start_s": 0,
"source_replacement_end_s": 2,
"error_start_s": 0,
"error_end_s": 2,
"help_point_s": 0,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_re... | 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_expand_egoproactive_ep_abf6f60d4... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_substitution_c3d417a8/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:11.961292+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_wrong_execution_de49dc83 | wrong_execution | execution_deviation | pull the drawer out a bit and slide it open and closed feel for any sticking or tilting on the slides | pull the drawer all the way out and remove it from the slides | Don't take the drawer out, you need to leave it on the tracks to test how it glides. | The person cannot feel for sticking or tilting on the slides because the drawer is no longer attached to them. | wrong_state | egoproactive | ep_abf6f60d444f0e8f | Adjusting drawer slides | unspecified | 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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/abf6f60d444f0e8f.mp4 | {
"step_index": 0,
"want_s": 2,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_wrong_execution_de49dc83/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_wrong_execution_de49dc83/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_wrong_execution_de49dc83",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "抽屉被完全从滑轨中拉出并取下，脱离了轨道。",
"difference_from_correct": "正确动作仅拉出部分以测试滑动；错误动作将抽屉完全拆下。",
"physics_check": "通过",
"reas... | {
"source_duration_s": 136.73,
"crop_start_s": 0,
"crop_end_s": 136.73,
"duration_s": 136.73,
"source_replacement_start_s": 0,
"source_replacement_end_s": 2,
"error_start_s": 0,
"error_end_s": 2,
"help_point_s": 0,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_re... | 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_expand_egoproactive_ep_abf6f60d4... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f0e8f_E01_wrong_execution_de49dc83/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_abf6f60d444f... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:12.714076+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_b27e74ddecbb7bec_E03_wrong_execution_4cefd242 | wrong_execution | execution_deviation | grab a damp towel to wipe down the cabinet | Grab a damp towel to wipe down the mirror on the cabinet door. | You need to wipe the inside shelves before you put the medicine back, not just the mirror. | The medicines will be placed back onto dirty shelves, defeating the cleaning phase of the organization task. | wrong_destination | egoproactive | ep_b27e74ddecbb7bec | How to organize a medicine cabinet | unspecified | false | 5.542 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "720x954",
"generated": "720x954",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | promoted_after_review | <source>/data/proactvl/wearable-ai/egoproactive/val/b27e74ddecbb7bec.mp4 | {
"step_index": 14.1,
"want_s": 3.5000000000000018,
"aligned_source_interval": [
0,
3.5000000000000018
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_b27e74ddecbb7bec_E03_wrong_execution_4cefd242/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_b27e74ddecbb7bec_E03_wrong_execution_4cefd242/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_b27e74ddecbb7bec_E03_wrong_execution_4cefd242",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 5,
"visible_error": "操作者擦拭了柜门镜子，而非柜子内部搁板。",
"difference_from_correct": "正确动作清洁柜内搁板，错误动作仅清洁柜门镜子。",
"physics_check": "通过",
"reason": ... | {
"source_duration_s": 191.73,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 14.1,
"source_replacement_end_s": 17.6,
"error_start_s": 14.1,
"error_end_s": 17.6,
"help_point_s": 14.1,
"duration_status": "within_target",
"continuity_policy": "120s_event_cente... | 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_expand_egoproactive_ep_b27e74dde... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_b27e74ddecbb7bec_E03_wrong_execution_4cefd242/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_b27e74ddecbb... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:13.072680+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_bf0dd175609a707f_E01_substitution_ec29f1c0 | substitution | object_or_predicate_swap | grab the notebook, green pen, and ruler | Grab the notebook, green pen, and protractor. | You grabbed the protractor; you need the ruler to measure the sides. | Without a ruler, the person cannot accurately measure the lengths of the sides of the geometric shapes, missing a key property required by the task. | wrong_object | egoproactive | ep_bf0dd175609a707f | Identifying basic geometric shapes and their properties | unspecified | 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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/bf0dd175609a707f.mp4 | {
"step_index": 0,
"want_s": 2,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_bf0dd175609a707f_E01_substitution_ec29f1c0/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_bf0dd175609a707f_E01_substitution_ec29f1c0/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_bf0dd175609a707f_E01_substitution_ec29f1c0",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中拿了量角器（protractor）而不是直尺（ruler）。",
"difference_from_correct": "正确视频中使用的是三角尺（直尺的一种），而错误视频中拿的是半圆量角器。",
"physics_che... | {
"source_duration_s": 151.73,
"crop_start_s": 0,
"crop_end_s": 151.73,
"duration_s": 151.73,
"source_replacement_start_s": 0,
"source_replacement_end_s": 2,
"error_start_s": 0,
"error_end_s": 2,
"help_point_s": 0,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_re... | 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_expand_egoproactive_ep_bf0dd1756... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_bf0dd175609a707f_E01_substitution_ec29f1c0/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_bf0dd175609a707... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:13.773494+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_cc4ac34272e4c3e4_E02_substitution_3c2ecb1c | substitution | object_or_predicate_swap | hang tight watch those progress bars shrink as each app installs and the update count drops | tap the stop icon next to one of the progress bars. | Oops, you just hit stop on that update. | The download and installation process is aborted before completion. | wrong_state | egoproactive | ep_cc4ac34272e4c3e4 | How to update your phone apps | unspecified | false | 4.125 | {
"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": "720x954",
"generated": "720x954",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/cc4ac34272e4c3e4.mp4 | {
"step_index": 17.6,
"want_s": 3.5,
"aligned_source_interval": [
0,
2.5374999999999996
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_cc4ac34272e4c3e4_E02_substitution_3c2ecb1c/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_cc4ac34272e4c3e4_E02_substitution_3c2ecb1c/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_cc4ac34272e4c3e4_E02_substitution_3c2ecb1c",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 1.5,
"visible_error": "用户点击了正在下载应用旁边的取消（X）按钮，导致更新中断。",
"difference_from_correct": "正确步骤应静待进度条完成，而错误步骤中用户主动点击了取消按钮中止了更新。",
"physics_check... | {
"source_duration_s": 146.13,
"crop_start_s": 0,
"crop_end_s": 146.13,
"duration_s": 146.13,
"source_replacement_start_s": 17.6,
"source_replacement_end_s": 21.1,
"error_start_s": 17.6,
"error_end_s": 21.1,
"help_point_s": 17.6,
"duration_status": "within_target",
"continuity_policy": "full_sourc... | 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_expand_egoproactive_ep_cc4ac3427... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_cc4ac34272e4c3e4_E02_substitution_3c2ecb1c/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_cc4ac34272e4c3e... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:14.215881+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_e39c79a85a659d6a_E03_substitution_a745cc63 | substitution | object_or_predicate_swap | grab the screwdriver and snug up those remaining bolts | grab the pliers and snug up those remaining bolts | Don't use pliers for that, you need the screwdriver to tighten it properly without stripping the head. | The pliers slip on the round bolt head, failing to tighten the joint and stripping the metal, which leaves the bed frame unstable and squeaky. | wrong_state | egoproactive | ep_e39c79a85a659d6a | Tightening a loose bed frame bolt | unspecified | false | 10 | {
"error_semantics": 3,
"error_type_match": 3,
"visual_observability": 3,
"task_impact": 3,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "720x962",
"generated": "720x962",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | promoted_after_review | <source>/data/proactvl/wearable-ai/egoproactive/val/e39c79a85a659d6a.mp4 | {
"step_index": 78.2,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e39c79a85a659d6a_E03_substitution_a745cc63/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e39c79a85a659d6a_E03_substitution_a745cc63/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_e39c79a85a659d6a_E03_substitution_a745cc63",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 1,
"error_end_s": 9,
"visible_error": "视频2中，操作者使用老虎钳（pliers）来拧紧床架上的螺栓，而不是使用正确的螺丝刀或专用扳手。",
"difference_from_correct": "视频1中，操作者在狭窄空间内使用正确的工具拧紧螺栓；而视频2中，操作者错误地... | {
"source_duration_s": 163.8,
"crop_start_s": 0,
"crop_end_s": 163.8,
"duration_s": 163.8,
"source_replacement_start_s": 78.2,
"source_replacement_end_s": 86.2,
"error_start_s": 78.2,
"error_end_s": 86.2,
"help_point_s": 79.2,
"duration_status": "within_target",
"continuity_policy": "full_source",... | 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_expand_egoproactive_ep_e39c79a85... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e39c79a85a659d6a_E03_substitution_a745cc63/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e39c79a85a659d6... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:14.555062+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_e3c96c1627710e00_E01_substitution_8f01f813 | substitution | object_or_predicate_swap | adjust the view close ads, scroll, or zoom so the person can clearly see the country’s outline and nearby landmarks | Click on the advertisement instead of its close button. | You clicked the ad by mistake, hit the back button to return to the map. | Navigating away from the map interrupts the task and hides the country. | wrong_state | egoproactive | ep_e3c96c1627710e00 | Locating your country on a world map | unspecified | 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": "720x962",
"generated": "720x962",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/e3c96c1627710e00.mp4 | {
"step_index": 43.7,
"want_s": 8,
"aligned_source_interval": [
0.6000000000000001,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e3c96c1627710e00_E01_substitution_8f01f813/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e3c96c1627710e00_E01_substitution_8f01f813/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_e3c96c1627710e00_E01_substitution_8f01f813",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 3,
"error_end_s": 6,
"visible_error": "在第3秒时，用户点击了屏幕下方的红色广告横幅，而不是对地图进行缩放或点击地图区域。",
"difference_from_correct": "在视频1中，用户正确地双指缩放并点击了地图上的马里兰州以查看详细地图；而在视频2中，用户... | {
"source_duration_s": 93,
"crop_start_s": 0,
"crop_end_s": 93,
"duration_s": 93,
"source_replacement_start_s": 43.7,
"source_replacement_end_s": 51.7,
"error_start_s": 43.7,
"error_end_s": 51.7,
"help_point_s": 46.7,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error... | 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_expand_egoproactive_ep_e3c96c162... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e3c96c1627710e00_E01_substitution_8f01f813/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_e3c96c1627710e0... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:15.087081+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_f1736950dc5f4341_E01_substitution_49bbd948 | substitution | object_or_predicate_swap | place one electrode pad on the upper arm right over the muscle and press firmly around the edges to | place one electrode pad directly on the bony elbow joint and press firmly around the edges | Move the pad up onto the muscle; you shouldn't put it directly on the elbow joint. | Stimulating directly over a bone or joint fails to target the muscle nerves properly, leading to ineffective pain relief, poor pad adhesion, and potential painful shocks. | wrong_destination | egoproactive | ep_f1736950dc5f4341 | How to use a TENS unit on your arm | unspecified | false | 5.333 | {
"error_semantics": 3,
"error_type_match": 3,
"visual_observability": 3,
"task_impact": 3,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "720x958",
"generated": "720x958",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | promoted_after_review | <source>/data/proactvl/wearable-ai/egoproactive/val/f1736950dc5f4341.mp4 | {
"step_index": 41.8,
"want_s": 6.400000000000006,
"aligned_source_interval": [
3.0400000000000027,
6.400000000000006
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f1736950dc5f4341_E01_substitution_49bbd948/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f1736950dc5f4341_E01_substitution_49bbd948/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_f1736950dc5f4341_E01_substitution_49bbd948",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "电极贴片被直接贴在了肘关节骨头处，而不是贴在手臂肌肉上。",
"difference_from_correct": "正确操作应将电极贴片贴在手臂的肌肉区域，避免直接贴在骨骼或关节上，以确保电流有效刺激肌肉神经并防止不适。",
"... | {
"source_duration_s": 145.07,
"crop_start_s": 0,
"crop_end_s": 145.07,
"duration_s": 145.07,
"source_replacement_start_s": 41.8,
"source_replacement_end_s": 48.2,
"error_start_s": 41.8,
"error_end_s": 48.2,
"help_point_s": 41.8,
"duration_status": "within_target",
"continuity_policy": "full_sourc... | 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_expand_egoproactive_ep_f1736950d... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f1736950dc5f4341_E01_substitution_49bbd948/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f1736950dc5f434... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:15.719395+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_f4e8ee1dc64cc84d_E01_substitution_873dcac7 | substitution | object_or_predicate_swap | hold the compass level and steady | hold the compass tilted towards you | Hold the compass flat so the needle can spin freely. | Mechanical friction prevents the magnetic needle from aligning with the Earth's magnetic field when the housing is not level. | wrong_state | egoproactive | ep_f4e8ee1dc64cc84d | Using a compass rose | unspecified | false | 4.125 | {
"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": "720x960",
"generated": "720x960",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/f4e8ee1dc64cc84d.mp4 | {
"step_index": 44.8,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f4e8ee1dc64cc84d_E01_substitution_873dcac7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f4e8ee1dc64cc84d_E01_substitution_873dcac7/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_f4e8ee1dc64cc84d_E01_substitution_873dcac7",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频2中指南针明显向内倾斜，没有水平放置。",
"difference_from_correct": "视频1中指南针保持水平稳定，而视频2中指南针向使用者方向倾斜，导致磁针可能因摩擦无法自由旋转。",
"physics_chec... | {
"source_duration_s": 81.87,
"crop_start_s": 0,
"crop_end_s": 81.87,
"duration_s": 81.87,
"source_replacement_start_s": 44.8,
"source_replacement_end_s": 52.8,
"error_start_s": 44.8,
"error_end_s": 52.8,
"help_point_s": 44.8,
"duration_status": "within_target",
"continuity_policy": "full_source",... | 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_expand_egoproactive_ep_f4e8ee1dc... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f4e8ee1dc64cc84d_E01_substitution_873dcac7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f4e8ee1dc64cc84... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:16.042041+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_f9b5eb74827728c3_E02_wrong_execution_23f201c2 | wrong_execution | execution_deviation | press the rest of the corkboard firmly to the wall for 30 seconds | press the center of the corkboard firmly to the wall for 30 seconds | Press on the edges where the strips are, not just the middle! | The corkboard will likely fall off the wall after a short time because the adhesive wasn't properly bonded. | wrong_state | egoproactive | ep_f9b5eb74827728c3 | Mounting a corkboard with adhesive strips | unspecified | 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": "720x958",
"generated": "720x958",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/f9b5eb74827728c3.mp4 | {
"step_index": 40,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f9b5eb74827728c3_E02_wrong_execution_23f201c2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f9b5eb74827728c3_E02_wrong_execution_23f201c2/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_f9b5eb74827728c3_E02_wrong_execution_23f201c2",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "操作者仅用力按压软木条的中心，未按压两侧贴有胶带的边缘。",
"difference_from_correct": "正确动作按压两端边缘以固定胶带；错误动作仅按压中间，未覆盖胶带区域。",
"physics_check":... | {
"source_duration_s": 173.2,
"crop_start_s": 0,
"crop_end_s": 173.2,
"duration_s": 173.2,
"source_replacement_start_s": 40,
"source_replacement_end_s": 48,
"error_start_s": 40,
"error_end_s": 48,
"help_point_s": 41,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_... | 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_expand_egoproactive_ep_f9b5eb748... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f9b5eb74827728c3_E02_wrong_execution_23f201c2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_f9b5eb748277... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:16.524635+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_fc452979b6a73fea_E02_substitution_80e8423e | substitution | object_or_predicate_swap | stick those gems back on one by one, adhesive side down | Stick the gems directly onto the center of the reflective mirror glass. | Put them back on the frame, not on the glass! | The functional reflective surface is obstructed, and the intended aesthetic repair of the frame is not achieved. | wrong_destination | egoproactive | ep_fc452979b6a73fea | Decorating a mirror with adhesive gems | unspecified | false | 5.792 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "720x962",
"generated": "720x962",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/fc452979b6a73fea.mp4 | {
"step_index": 59.7,
"want_s": 8,
"aligned_source_interval": [
3.8,
7.4
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fc452979b6a73fea_E02_substitution_80e8423e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fc452979b6a73fea_E02_substitution_80e8423e/error_context.mp4",
"correct_clip": "gener... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_fc452979b6a73fea_E02_substitution_80e8423e",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "在镜子玻璃的中央贴了一颗宝石，阻挡了镜子的反射面。",
"difference_from_correct": "在正确视频中，宝石虽然贴在镜面上，但并未贴在正中央阻挡视线；而在错误视频中，一颗宝石被直接贴在了镜面正中央。",
"p... | {
"source_duration_s": 144.4,
"crop_start_s": 0,
"crop_end_s": 144.4,
"duration_s": 144.4,
"source_replacement_start_s": 59.7,
"source_replacement_end_s": 67.7,
"error_start_s": 59.7,
"error_end_s": 67.7,
"help_point_s": 59.7,
"duration_status": "within_target",
"continuity_policy": "full_source",... | 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_expand_egoproactive_ep_fc452979b... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fc452979b6a73fea_E02_substitution_80e8423e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fc452979b6a73fe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:17.033921+00:00"
} |
v2_dataset_v2_expand_egoproactive_ep_fdcb8a3482770355_E01_wrong_execution_fcadf816 | wrong_execution | execution_deviation | grab the darkest blue pencil lightly shade the lower edge of the medium area | grab the black pencil and lightly shade the lower edge of the medium area | Wait, you grabbed the black pencil instead of the dark blue one! | Applying the wrong color ruins the intended blue gradient, and colored pencil is difficult to erase without smudging or damaging the artwork. | wrong_object | egoproactive | ep_fdcb8a3482770355 | Creating a color gradient with colored pencils | unspecified | 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": "720x966",
"generated": "720x966",
"exact_size_match": true,
"aspect_preserved": true,
"area_ratio": 1
} | passed_lean_gates | <source>/data/proactvl/wearable-ai/egoproactive/val/fdcb8a3482770355.mp4 | {
"step_index": 149,
"want_s": 8,
"aligned_source_interval": [
0,
8
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fdcb8a3482770355_E01_wrong_execution_fcadf816/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fdcb8a3482770355_E01_wrong_execution_fcadf816/error_context.mp4",
"correct_clip": ... | {
"sample_id": "v2_dataset_v2_expand_egoproactive_ep_fdcb8a3482770355_E01_wrong_execution_fcadf816",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 3,
"error_end_s": 6,
"visible_error": "使用了黑色铅笔而不是深蓝色铅笔进行阴影绘制，导致画出了灰黑色的线条。",
"difference_from_correct": "正确视频中使用深蓝色铅笔过渡，而错误视频中使用了黑色铅笔，破坏了蓝色渐变效果。",
"phys... | {
"source_duration_s": 272.2,
"crop_start_s": 89,
"crop_end_s": 209,
"duration_s": 120,
"source_replacement_start_s": 149,
"source_replacement_end_s": 157,
"error_start_s": 60,
"error_end_s": 68,
"help_point_s": 63,
"duration_status": "within_target",
"continuity_policy": "120s_event_centered",
... | 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_expand_egoproactive_ep_fdcb8a348... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fdcb8a3482770355_E01_wrong_execution_fcadf816/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_egoproactive_ep_fdcb8a348277... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:17.431167+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_100_E01_substitution_b86a89f7 | substitution | object_or_predicate_swap | Adjusts the power supply voltage knob setting it to 5 Volts | Adjust the power supply voltage knob, setting it to 12 Volts. | Wait, set it to 5 volts, 12 volts will fry the board! | Applying 12V to components rated for 5V will cause them to overheat and burn out, permanently destroying the circuit. | wrong_quantity | ENIGMA-360 | enigma_100 | Complete the electronics lab procedure correctly | unspecified | false | 9.042 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/100_first_person.mp4 | {
"step_index": 81.267,
"want_s": 7.066,
"aligned_source_interval": [
0,
7.066
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E01_substitution_b86a89f7/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E01_substitution_b86a89f7/error_context.mp4",
"correct_clip": "generation_error/samples/v2_d... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_100_E01_substitution_b86a89f7",
"label": "有问题",
"confidence": 1,
"error_start_s": 0,
"error_end_s": 8,
"visible_error": "在调节电源电压时，操作员将电压调节到了12.0V，而不是正确的5.0V。",
"difference_from_correct": "正确视频中，操作员将电压调节并稳定在5.0V；而错误视频中，操作员将电压一路上调并最终设定在12.0V。",
"physic... | {
"source_duration_s": 1142.53,
"crop_start_s": 21.267,
"crop_end_s": 141.267,
"duration_s": 120,
"source_replacement_start_s": 81.267,
"source_replacement_end_s": 88.333,
"error_start_s": 60,
"error_end_s": 67.066,
"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_expand_enigma360_enigma_100_E01_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E01_substitution_b86a89f7/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E01_substitution_b86a8... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:17.820864+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_100_E02_wrong_execution_eb474aeb | wrong_execution | execution_deviation | Adjusts the power supply voltage knob setting it to 5 Volts | Adjusts the power supply voltage knob setting it to 12 Volts. | Wait, set it to 5 volts, 12 volts will fry the board! | Overvoltage destroys the electronic components, rendering the circuit non-functional and failing the lab procedure. | wrong_quantity | ENIGMA-360 | enigma_100 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/100_first_person.mp4 | {
"step_index": 818.5,
"want_s": 9.567,
"aligned_source_interval": [
0,
8.849475
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E02_wrong_execution_eb474aeb/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E02_wrong_execution_eb474aeb/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_100_E02_wrong_execution_eb474aeb",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 6,
"visible_error": "视频2中，操作人员将电源电压调节到了12.0V，而非正确的5.0V。",
"difference_from_correct": "正确视频中电压最终稳定在5.0V，而错误视频中电压被调节并稳定在12.0V。",
"physics_check": "... | {
"source_duration_s": 1142.53,
"crop_start_s": 758.5,
"crop_end_s": 878.5,
"duration_s": 120,
"source_replacement_start_s": 818.5,
"source_replacement_end_s": 828.067,
"error_start_s": 60,
"error_end_s": 69.567,
"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_expand_enigma360_enigma_100_E02_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E02_wrong_execution_eb474aeb/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_100_E02_wrong_execution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:18.422817+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_104_E03_wrong_execution_213373be | wrong_execution | execution_deviation | Adjusts the power supply voltage knob setting it to 5 Volts | Adjusts the power supply voltage knob, setting the display to 12 Volts. | Wait, set it to 5 volts, 12 volts will fry the board! | The excessive voltage burns out the microchips or LEDs in the circuit, permanently damaging the hardware and failing the lab. | wrong_quantity | ENIGMA-360 | enigma_104 | Complete the electronics lab procedure correctly | unspecified | false | 10.005 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/104_first_person.mp4 | {
"step_index": 953.7,
"want_s": 10.6,
"aligned_source_interval": [
0,
7.685
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_104_E03_wrong_execution_213373be/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_104_E03_wrong_execution_213373be/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_104_E03_wrong_execution_213373be",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 3,
"error_end_s": 9,
"visible_error": "电压被调节至12.0V，超出了正确的5.0V设置。",
"difference_from_correct": "视频1最终设定为5.0V，视频2设定为12.0V，电压过高。",
"physics_check": "通过",
"reason": ... | {
"source_duration_s": 1345.83,
"crop_start_s": 893.7,
"crop_end_s": 1013.7,
"duration_s": 120,
"source_replacement_start_s": 953.7,
"source_replacement_end_s": 964.3,
"error_start_s": 60,
"error_end_s": 70.6,
"help_point_s": 63,
"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_expand_enigma360_enigma_104_E03_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_104_E03_wrong_execution_213373be/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_104_E03_wrong_execution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:18.809978+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_105_E01_substitution_693829e2 | substitution | object_or_predicate_swap | Adjusts the power supply voltage knob setting it to 5 Volts | Adjusts the power supply current knob, setting it to 5 Amps. | Wait, you're turning the current knob instead of the voltage one. | The circuit fails to power on correctly due to lack of voltage, or components burn out because the current limit was set too high instead of regulating the voltage. | wrong_object | ENIGMA-360 | enigma_105 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/105_first_person.mp4 | {
"step_index": 134.867,
"want_s": 10.1,
"aligned_source_interval": [
0,
9.3425
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E01_substitution_693829e2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E01_substitution_693829e2/error_context.mp4",
"correct_clip": "generation_error/samples/v2_d... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_105_E01_substitution_693829e2",
"label": "有问题",
"confidence": 1,
"error_start_s": 0,
"error_end_s": 8,
"visible_error": "在视频2中，操作人员调节的是下方的电流旋钮，将电流设定为5.00 A，而电压保持在0.3 V。",
"difference_from_correct": "在视频1中，操作人员调节的是上方的电压旋钮，将电压设定为5.0 V，电流保持在0.00 A。",
"p... | {
"source_duration_s": 1556.07,
"crop_start_s": 74.867,
"crop_end_s": 194.867,
"duration_s": 120,
"source_replacement_start_s": 134.867,
"source_replacement_end_s": 144.967,
"error_start_s": 60,
"error_end_s": 70.1,
"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_expand_enigma360_enigma_105_E01_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E01_substitution_693829e2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E01_substitution_69382... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:19.932053+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_105_E02_wrong_execution_7d2da77a | wrong_execution | execution_deviation | Uses the probe tip at test point number 6 on the card | Place the probe tip on the adjacent silver capacitor on the card. | Move the probe off the capacitor; test point 6 is the flat pad right next to it. | The incorrect reading will cause the technician to misdiagnose the circuit's behavior, failing the lab procedure. | wrong_destination | ENIGMA-360 | enigma_105 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/105_first_person.mp4 | {
"step_index": 677.567,
"want_s": 5.8,
"aligned_source_interval": [
0,
3.045
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E02_wrong_execution_7d2da77a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E02_wrong_execution_7d2da77a/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_105_E02_wrong_execution_7d2da77a",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "探针尖端被错误地放置在测试点旁边的银色电容上，而非正确的测试点6焊盘。",
"difference_from_correct": "视频1中探针精准接触测试点6的扁平焊盘，视频2中探针则接触了相邻的银色电容。",
"physics_check": ... | {
"source_duration_s": 1556.07,
"crop_start_s": 617.567,
"crop_end_s": 737.567,
"duration_s": 120,
"source_replacement_start_s": 677.567,
"source_replacement_end_s": 683.367,
"error_start_s": 60,
"error_end_s": 65.8,
"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_expand_enigma360_enigma_105_E02_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E02_wrong_execution_7d2da77a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_105_E02_wrong_execution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:20.569951+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_111_E03_substitution_1a361280 | substitution | object_or_predicate_swap | Uses the probe tip to check some signal brought to test point number 2 on the card | Uses the probe tip to check the signal on the adjacent capacitor instead of test point number 2. | You're probing the capacitor; move the tip over to test point 2. | The technician records an incorrect measurement, leading to a faulty diagnosis that derails the troubleshooting process and prevents successful repair. | wrong_object | ENIGMA-360 | enigma_111 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/111_first_person.mp4 | {
"step_index": 1267.633,
"want_s": 3.4,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_111_E03_substitution_1a361280/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_111_E03_substitution_1a361280/error_context.mp4",
"correct_clip": "generation_error/samples/v2_d... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_111_E03_substitution_1a361280",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "示波器探头接触的是电容顶部，而不是旁边的测试点2。",
"difference_from_correct": "在正确视频中，探头精准接触在测试点2（金属引脚/环）上；而在错误视频中，探头错误地接触在相邻的电解电容顶部。",
"physics_check... | {
"source_duration_s": 1601.7,
"crop_start_s": 1207.633,
"crop_end_s": 1327.633,
"duration_s": 120,
"source_replacement_start_s": 1267.633,
"source_replacement_end_s": 1271.033,
"error_start_s": 60,
"error_end_s": 63.4,
"help_point_s": 60,
"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_expand_enigma360_enigma_111_E03_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_111_E03_substitution_1a361280/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_111_E03_substitution_1a361... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:20.977376+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_115_E03_substitution_9eb21f67 | substitution | object_or_predicate_swap | Uses the probe tip at test point number 7 on the card | Uses the probe tip on a nearby capacitor on the card. | Wait, you're probing the capacitor; test point 7 is the little pad right next to it. | The incorrect voltage or waveform reading causes the technician to misdiagnose the circuit's behavior or make a wrong calibration adjustment. | wrong_object | ENIGMA-360 | enigma_115 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/115_first_person.mp4 | {
"step_index": 294.7,
"want_s": 5.233,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_115_E03_substitution_9eb21f67/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_115_E03_substitution_9eb21f67/error_context.mp4",
"correct_clip": "generation_error/samples/v2_d... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_115_E03_substitution_9eb21f67",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "操作人员将示波器探头直接放置在黑色电容的金属顶部，而不是电路板上的测试点7上。",
"difference_from_correct": "正确视频中，探头应该接触电容旁边的测试点7焊盘；而错误视频中，探头错误地接触了电容顶部。",
"physics_... | {
"source_duration_s": 456.73,
"crop_start_s": 234.7,
"crop_end_s": 354.7,
"duration_s": 120,
"source_replacement_start_s": 294.7,
"source_replacement_end_s": 299.933,
"error_start_s": 60,
"error_end_s": 65.233,
"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_expand_enigma360_enigma_115_E03_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_115_E03_substitution_9eb21f67/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_115_E03_substitution_9eb21... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:21.675001+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_123_E01_wrong_execution_fb42e265 | wrong_execution | execution_deviation | Touches the second pin of the transformer with the tip | Touches the second pin of the transformer with the thick side of the soldering iron barrel. | Watch your angle, you're going to melt the plastic with the side of the iron! | Melting the transformer's bobbin destroys its structural integrity and can ruin the internal wire insulation, causing a short circuit. | wrong_state | ENIGMA-360 | enigma_123 | Complete the electronics lab procedure correctly | unspecified | false | 4.125 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 4,
"motion_coherence": 4,
"visual_quality": 3
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/123_first_person.mp4 | {
"step_index": 338.967,
"want_s": 7.9,
"aligned_source_interval": [
0,
5.7275
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_123_E01_wrong_execution_fb42e265/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_123_E01_wrong_execution_fb42e265/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_123_E01_wrong_execution_fb42e265",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "烙铁发热筒侧面直接接触变压器黄色外壳，导致其受热冒烟。",
"difference_from_correct": "正确视频中烙铁尖端接触引脚，错误视频中烙铁侧面碰触并损坏了变压器外壳。",
"physics_check": "通过",
"re... | {
"source_duration_s": 1667.97,
"crop_start_s": 278.967,
"crop_end_s": 398.967,
"duration_s": 120,
"source_replacement_start_s": 338.967,
"source_replacement_end_s": 346.867,
"error_start_s": 60,
"error_end_s": 67.9,
"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_expand_enigma360_enigma_123_E01_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_123_E01_wrong_execution_fb42e265/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_123_E01_wrong_execution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:22.036306+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_153_E05_wrong_execution_7c9d2c28 | wrong_execution | execution_deviation | Disconnects the screwdriver battery and connects it to the battery charger | Disconnects the screwdriver battery and places it on the workbench beside the charger. | Don't just leave the battery on the bench, plug it into the charger. | The screwdriver will not have a charged battery for the next time it is needed, delaying or preventing further work. | wrong_destination | ENIGMA-360 | enigma_153 | Complete the electronics lab procedure correctly | unspecified | false | 6.042 | {
"error_semantics": 3,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/153_first_person.mp4 | {
"step_index": 1095.567,
"want_s": 6.166,
"aligned_source_interval": [
2.31225,
6.166
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_153_E05_wrong_execution_7c9d2c28/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_153_E05_wrong_execution_7c9d2c28/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_153_E05_wrong_execution_7c9d2c28",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "操作员将电池拆下后直接放在充电器旁的桌面上，未放入充电器。",
"difference_from_correct": "正确操作应将电池放入充电器中充电，而此处仅将其搁置在旁。",
"physics_check": "通过",
"reason"... | {
"source_duration_s": 1141.1,
"crop_start_s": 1021.1,
"crop_end_s": 1141.1,
"duration_s": 120,
"source_replacement_start_s": 1095.567,
"source_replacement_end_s": 1101.733,
"error_start_s": 74.467,
"error_end_s": 80.633,
"help_point_s": 75.467,
"duration_status": "within_target",
"continuity_poli... | 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_expand_enigma360_enigma_153_E05_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_153_E05_wrong_execution_7c9d2c28/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_153_E05_wrong_execution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:22.470392+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_164_E01_substitution_d6efb2e4 | substitution | object_or_predicate_swap | Adjusts the power supply voltage knob setting it to 5 Volts | Adjust the power supply voltage knob, setting it to 12 Volts. | Wait, set it to 5 volts, 12 volts will fry the board! | Applying 12V to components rated for 5V will cause them to overheat and burn out, permanently destroying the circuit. | wrong_quantity | ENIGMA-360 | enigma_164 | Complete the electronics lab procedure correctly | unspecified | false | 9.042 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/164_first_person.mp4 | {
"step_index": 117.933,
"want_s": 12.567,
"aligned_source_interval": [
0,
11.624475
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_164_E01_substitution_d6efb2e4/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_164_E01_substitution_d6efb2e4/error_context.mp4",
"correct_clip": "generation_error/samples/v2_d... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_164_E01_substitution_d6efb2e4",
"label": "有问题",
"confidence": 1,
"error_start_s": 5,
"error_end_s": 8,
"visible_error": "在调节电源电压时，将电压调节到了12.0V，而不是正确的5.0V。",
"difference_from_correct": "正确视频中，电压被调节并停留在5.0V；而错误视频中，电压被调节到了12.0V。",
"physics_check": "通过",... | {
"source_duration_s": 527.5,
"crop_start_s": 57.933,
"crop_end_s": 177.933,
"duration_s": 120,
"source_replacement_start_s": 117.933,
"source_replacement_end_s": 130.5,
"error_start_s": 60,
"error_end_s": 72.567,
"help_point_s": 65,
"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_expand_enigma360_enigma_164_E01_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_164_E01_substitution_d6efb2e4/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_164_E01_substitution_d6efb... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:22.893702+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_56_E02_wrong_execution_ce98e3d2 | wrong_execution | execution_deviation | Grasps the capacitor on the card with pliers | Grasps the capacitor on the card with wire cutters. | Wait, those are the cutters, you'll snip the leads! | The sharp blades of the wire cutters cut through the metal leads of the capacitor, ruining the component and breaking the circuit. | wrong_state | ENIGMA-360 | enigma_56 | Complete the electronics lab procedure correctly | unspecified | false | 3.708 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/56_first_person.mp4 | {
"step_index": 1061.733,
"want_s": 5.167,
"aligned_source_interval": [
1.4209249999999998,
3.7460749999999994
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_56_E02_wrong_execution_ce98e3d2/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_56_E02_wrong_execution_ce98e3d2/error_context.mp4",
"correct_clip": "generation_error/samples/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_56_E02_wrong_execution_ce98e3d2",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "使用剪线钳夹持电容，易剪断引脚。",
"difference_from_correct": "正确步骤应使用尖嘴钳，视频2中错误使用了剪线钳。",
"physics_check": "通过",
"reason": "视频2中错误使用剪线钳夹持电容... | {
"source_duration_s": 1838.77,
"crop_start_s": 1001.733,
"crop_end_s": 1121.733,
"duration_s": 120,
"source_replacement_start_s": 1061.733,
"source_replacement_end_s": 1066.9,
"error_start_s": 60,
"error_end_s": 65.167,
"help_point_s": 60,
"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_expand_enigma360_enigma_56_E02_w... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_56_E02_wrong_execution_ce98e3d2/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_56_E02_wrong_execution_c... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:23.274657+00:00"
} |
v2_dataset_v2_expand_enigma360_enigma_57_E02_substitution_8d1b3b62 | substitution | object_or_predicate_swap | Activates the probe channel number 2 using the blue-bordered CH2 MENU button | Activate the probe channel number 1 using the yellow-bordered CH1 MENU button. | Wait, you pressed the yellow CH1 button instead of the blue CH2 button. | The user will configure the wrong channel, leading to incorrect measurements and a failure to capture the intended signal on channel 2. | wrong_object | ENIGMA-360 | enigma_57 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/57_first_person.mp4 | {
"step_index": 211.2,
"want_s": 8.333,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_57_E02_substitution_8d1b3b62/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_57_E02_substitution_8d1b3b62/error_context.mp4",
"correct_clip": "generation_error/samples/v2_dat... | {
"sample_id": "v2_dataset_v2_expand_enigma360_enigma_57_E02_substitution_8d1b3b62",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 1,
"visible_error": "用户按下了黄色边框的CH1 MENU按钮，而不是蓝色边框的CH2 MENU按钮。",
"difference_from_correct": "在正确视频中，用户直接按下蓝色边框的CH2 MENU按钮激活通道2；而在错误视频中，用户先按下了黄色边框的CH1 ME... | {
"source_duration_s": 682.83,
"crop_start_s": 151.2,
"crop_end_s": 271.2,
"duration_s": 120,
"source_replacement_start_s": 211.2,
"source_replacement_end_s": 219.533,
"error_start_s": 60,
"error_end_s": 68.333,
"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_expand_enigma360_enigma_57_E02_s... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_57_E02_substitution_8d1b3b62/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_enigma_57_E02_substitution_8d1b3b6... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:25.695477+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_150_E01_wrong_execution_29034068 | wrong_execution | execution_deviation | Uses the probe tip to check some signal brought to test point number 2 on the card | Uses the probe tip to touch a pin on the adjacent integrated circuit instead of test point number 2. | Watch out, you're probing the IC pin instead of test point 2. | Capturing the wrong signal prevents correct diagnosis of the electronics, failing the testing procedure. | wrong_destination | ENIGMA-360 | enigma_150 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/150_first_person.mp4 | {
"step_index": 183.167,
"want_s": 4.366,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_150_E01_wrong_execution_29034068/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_150_E01_wrong_execution_29034068/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_150_E01_wrong_execution_29034068",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2.5,
"visible_error": "探针尖端接触了相邻集成电路的引脚，而不是测试点2。",
"difference_from_correct": "正确视频中探针指向测试点2，而错误视频中探针错误地接触了芯片引脚。",
"physics_check": "通过",
"... | {
"source_duration_s": 490.13,
"crop_start_s": 123.167,
"crop_end_s": 243.167,
"duration_s": 120,
"source_replacement_start_s": 183.167,
"source_replacement_end_s": 187.533,
"error_start_s": 60,
"error_end_s": 64.366,
"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_expand_enigma360_p2_enigma_150_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_150_E01_wrong_execution_29034068/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_150_E01_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:30.196034+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_154_E03_wrong_execution_8b69945a | wrong_execution | execution_deviation | Uses the probe tip at test point number 6 on the card | Uses the probe tip on an adjacent integrated circuit pin instead of test point number 6. | Move the probe off the chip and onto the actual test point pad. | Recording the wrong electrical value will cause the diagnostic procedure or calibration to fail, potentially leading to the board being incorrectly marked as defective. | wrong_destination | ENIGMA-360 | enigma_154 | Complete the electronics lab procedure correctly | unspecified | false | 8.292 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 3,
"task_impact": 3,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/154_first_person.mp4 | {
"step_index": 559.833,
"want_s": 10.134,
"aligned_source_interval": [
0,
8.36055
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_154_E03_wrong_execution_8b69945a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_154_E03_wrong_execution_8b69945a/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_154_E03_wrong_execution_8b69945a",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 7,
"visible_error": "探针尖端未放置在正确的测试点6上，而是错误地接触了中央旋转编码器的金属引脚。",
"difference_from_correct": "正确视频中探针精准指向测试点焊盘，而错误视频中探针偏向并接触了相邻的元器件引脚。",
"physics_... | {
"source_duration_s": 1316.53,
"crop_start_s": 499.833,
"crop_end_s": 619.833,
"duration_s": 120,
"source_replacement_start_s": 559.833,
"source_replacement_end_s": 569.967,
"error_start_s": 60,
"error_end_s": 70.134,
"help_point_s": 61,
"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_expand_enigma360_p2_enigma_154_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_154_E03_wrong_execution_8b69945a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_154_E03_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:31.549500+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_163_E01_substitution_f9ca0465 | substitution | object_or_predicate_swap | Places the soldering iron tip | Places the soldering iron tip on the plastic connector. | Watch out, you're melting the plastic connector! | Thermal damage to the plastic connector ruins the component, requiring replacement. | wrong_destination | ENIGMA-360 | enigma_163 | Complete the electronics lab procedure correctly | unspecified | false | 5.083 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/163_first_person.mp4 | {
"step_index": 782.167,
"want_s": 4.4,
"aligned_source_interval": [
0,
3.1900000000000004
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_163_E01_substitution_f9ca0465/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_163_E01_substitution_f9ca0465/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_163_E01_substitution_f9ca0465",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 2,
"error_end_s": 4,
"visible_error": "在视频2中，操作员将高温的烙铁头直接放置在焊台的塑料外壳/连接器上，导致塑料受热熔化并冒出白烟。",
"difference_from_correct": "正确步骤（视频1）中，操作员将烙铁头安全地插入烙铁架的清洁钢丝中；而错误步骤（视频2）中，操... | {
"source_duration_s": 1302.93,
"crop_start_s": 722.167,
"crop_end_s": 842.167,
"duration_s": 120,
"source_replacement_start_s": 782.167,
"source_replacement_end_s": 786.567,
"error_start_s": 60,
"error_end_s": 64.4,
"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_expand_enigma360_p2_enigma_163_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_163_E01_substitution_f9ca0465/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_163_E01_substitution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:34.499020+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_166_E01_substitution_55f80697 | substitution | object_or_predicate_swap | Adjusts the power supply voltage knob setting it to 5 Volts | Adjust the power supply voltage knob, setting it to 12 Volts. | Wait, set it to 5 volts, 12 volts will fry the board! | Applying 12V to components rated for 5V will cause them to overheat and burn out, permanently destroying the circuit. | wrong_quantity | ENIGMA-360 | enigma_166 | Complete the electronics lab procedure correctly | unspecified | false | 7.375 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/166_first_person.mp4 | {
"step_index": 100.4,
"want_s": 10.967,
"aligned_source_interval": [
0,
10.967
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E01_substitution_55f80697/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E01_substitution_55f80697/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_166_E01_substitution_55f80697",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 3,
"error_end_s": 6,
"visible_error": "在调节电源电压时，操作人员将电压调节到了12.0V，而不是正确的5.0V。",
"difference_from_correct": "正确视频中，电压旋钮被调节至5.0V；而错误视频中，电压旋钮被调节至12.0V，这超出了5V的额定电压，可能烧毁电... | {
"source_duration_s": 1240.7,
"crop_start_s": 40.4,
"crop_end_s": 160.4,
"duration_s": 120,
"source_replacement_start_s": 100.4,
"source_replacement_end_s": 111.367,
"error_start_s": 60,
"error_end_s": 70.967,
"help_point_s": 63,
"duration_status": "within_target",
"continuity_policy": "120s_even... | 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_expand_enigma360_p2_enigma_166_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E01_substitution_55f80697/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E01_substitution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:36.061069+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_166_E05_wrong_execution_d9179f73 | wrong_execution | execution_deviation | Uses the probe tip at test point number 6 on the card | Place the probe tip on the adjacent silver capacitor on the card. | Move the probe off the capacitor; test point 6 is the flat pad right next to it. | The incorrect reading will cause the technician to misdiagnose the circuit's behavior, failing the lab procedure. | wrong_destination | ENIGMA-360 | enigma_166 | Complete the electronics lab procedure correctly | unspecified | false | 7.208 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | promoted_after_review | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/166_first_person.mp4 | {
"step_index": 1036.267,
"want_s": 6.233,
"aligned_source_interval": [
0,
4.518924999999999
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E05_wrong_execution_d9179f73/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E05_wrong_execution_d9179f73/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_166_E05_wrong_execution_d9179f73",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 6,
"visible_error": "探针尖端错误地放置在银色电容顶部，而非测试点。",
"difference_from_correct": "视频1展示了示波器调试，视频2中探针直接接触了错误的电容元件。",
"physics_check": "通过",
"reason... | {
"source_duration_s": 1240.7,
"crop_start_s": 976.267,
"crop_end_s": 1096.267,
"duration_s": 120,
"source_replacement_start_s": 1036.267,
"source_replacement_end_s": 1042.5,
"error_start_s": 60,
"error_end_s": 66.233,
"help_point_s": 60,
"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_expand_enigma360_p2_enigma_166_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E05_wrong_execution_d9179f73/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_166_E05_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:36.625204+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_167_E02_wrong_execution_1fc58427 | wrong_execution | execution_deviation | Adjusts the power supply voltage knob setting it to 5 Volts | Adjusts the power supply voltage knob setting it to 12 Volts. | Wait, you're setting it to 12 volts, this circuit only takes 5! | Overvoltage damages the electronic components, causing the circuit to fail permanently. | wrong_state | ENIGMA-360 | enigma_167 | Complete the electronics lab procedure correctly | unspecified | false | 9.875 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/167_first_person.mp4 | {
"step_index": 103.267,
"want_s": 10.5,
"aligned_source_interval": [
0,
9.7125
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_167_E02_wrong_execution_1fc58427/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_167_E02_wrong_execution_1fc58427/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_167_E02_wrong_execution_1fc58427",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 3,
"error_end_s": 9,
"visible_error": "操作人员将电源电压调节到了12.0伏，超出了正确的5.0伏范围。",
"difference_from_correct": "视频1中电压最终设定为5.0伏，而视频2中电压被设定为12.0伏。",
"physics_check": "通过",... | {
"source_duration_s": 531.23,
"crop_start_s": 43.267,
"crop_end_s": 163.267,
"duration_s": 120,
"source_replacement_start_s": 103.267,
"source_replacement_end_s": 113.767,
"error_start_s": 60,
"error_end_s": 70.5,
"help_point_s": 63,
"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_expand_enigma360_p2_enigma_167_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_167_E02_wrong_execution_1fc58427/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_167_E02_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:36.959367+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_180_E01_wrong_execution_e62e3e4d | wrong_execution | execution_deviation | Adjusts the power supply voltage knob setting it to 5 Volts | Adjusts the power supply voltage knob setting it to 12 Volts. | Wait, you're setting it to 12 volts, this circuit only takes 5! | Overvoltage damages the electronic components, causing the circuit to fail permanently. | wrong_state | ENIGMA-360 | enigma_180 | Complete the electronics lab procedure correctly | unspecified | false | 10.005 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/180_first_person.mp4 | {
"step_index": 134.233,
"want_s": 11,
"aligned_source_interval": [
0,
10.175
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_180_E01_wrong_execution_e62e3e4d/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_180_E01_wrong_execution_e62e3e4d/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_180_E01_wrong_execution_e62e3e4d",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 2,
"error_end_s": 9,
"visible_error": "用户将电源电压调节到了12V，超出了规定的5V限制。",
"difference_from_correct": "视频1中电压调节至5.0V，而视频2中电压被调节并设定在12.0V。",
"physics_check": "通过",
"r... | {
"source_duration_s": 572.73,
"crop_start_s": 74.233,
"crop_end_s": 194.233,
"duration_s": 120,
"source_replacement_start_s": 134.233,
"source_replacement_end_s": 145.233,
"error_start_s": 60,
"error_end_s": 71,
"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_expand_enigma360_p2_enigma_180_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_180_E01_wrong_execution_e62e3e4d/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_180_E01_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:37.524691+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_183_E01_wrong_execution_a0f2b0cc | wrong_execution | execution_deviation | Uses the probe tip at test point number 5 on the card | Uses the probe tip at a nearby capacitor on the card. | Watch out, you're probing the capacitor instead of test point 5. | The incorrect voltage or signal reading causes the user to fail the diagnostic or calibration task. | wrong_object | ENIGMA-360 | enigma_183 | Complete the electronics lab procedure correctly | unspecified | false | 3.667 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/183_first_person.mp4 | {
"step_index": 594.033,
"want_s": 9.367,
"aligned_source_interval": [
1.6392250000000002,
6.791075000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_183_E01_wrong_execution_a0f2b0cc/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_183_E01_wrong_execution_a0f2b0cc/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_183_E01_wrong_execution_a0f2b0cc",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 3.667,
"visible_error": "探针错误地接触了右侧的大电容引脚，而非左侧的测试点。",
"difference_from_correct": "正确视频探测左侧测试点，错误视频探测右侧电容。",
"physics_check": "通过",
"reason"... | {
"source_duration_s": 1298.47,
"crop_start_s": 534.033,
"crop_end_s": 654.033,
"duration_s": 120,
"source_replacement_start_s": 594.033,
"source_replacement_end_s": 603.4,
"error_start_s": 60,
"error_end_s": 69.367,
"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_expand_enigma360_p2_enigma_183_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_183_E01_wrong_execution_a0f2b0cc/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_183_E01_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:38.210095+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_201_E02_wrong_execution_5d1b8d4b | wrong_execution | execution_deviation | Touches the first pin of the resistor on the back of the card with the tip | Touches the first pin of the resistor on the back of the card with a pair of tweezers. | You need to use the iron or probe, not the tweezers. | The required electrical or thermal connection is not made, preventing the step from being completed. | wrong_state | ENIGMA-360 | enigma_201 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/201_first_person.mp4 | {
"step_index": 544.367,
"want_s": 5.166,
"aligned_source_interval": [
0,
5.166
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_201_E02_wrong_execution_5d1b8d4b/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_201_E02_wrong_execution_5d1b8d4b/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_201_E02_wrong_execution_5d1b8d4b",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 7,
"visible_error": "使用镊子代替烙铁接触电路板背面的电阻引脚。",
"difference_from_correct": "视频1中使用烙铁加热引脚，而视频2中错误地使用了镊子接触引脚。",
"physics_check": "通过",
"reason": ... | {
"source_duration_s": 864.27,
"crop_start_s": 484.367,
"crop_end_s": 604.367,
"duration_s": 120,
"source_replacement_start_s": 544.367,
"source_replacement_end_s": 549.533,
"error_start_s": 60,
"error_end_s": 65.166,
"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_expand_enigma360_p2_enigma_201_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_201_E02_wrong_execution_5d1b8d4b/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_201_E02_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:53.377867+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_205_E03_wrong_execution_d93fae37 | wrong_execution | execution_deviation | Connects the probe ground clip to test point number 1 | Connects the probe ground clip to test point number 2. | You've connected the ground clip to TP2 instead of TP1. | The measurement readings will be incorrect because they are referenced to the wrong node in the circuit, leading to a failed lab procedure. | wrong_destination | ENIGMA-360 | enigma_205 | Complete the electronics lab procedure correctly | unspecified | false | 4.833 | {
"error_semantics": 3,
"error_type_match": 4,
"visual_observability": 3,
"task_impact": 3,
"source_fidelity": 2,
"action_timing": 3,
"motion_coherence": 3,
"visual_quality": 3
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | promoted_after_review | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/205_first_person.mp4 | {
"step_index": 1034.733,
"want_s": 4.634,
"aligned_source_interval": [
0.34755,
3.8230500000000003
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_205_E03_wrong_execution_d93fae37/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_205_E03_wrong_execution_d93fae37/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_205_E03_wrong_execution_d93fae37",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "接地夹连接到了错误的测试点（TP2而非TP1）。",
"difference_from_correct": "在视频1中，接地夹连接在电路板最左侧的测试点；而在视频2中，接地夹连接到了靠近屏幕下方的另一个测试点。",
"physics_che... | {
"source_duration_s": 1256.3,
"crop_start_s": 974.733,
"crop_end_s": 1094.733,
"duration_s": 120,
"source_replacement_start_s": 1034.733,
"source_replacement_end_s": 1039.367,
"error_start_s": 60,
"error_end_s": 64.634,
"help_point_s": 61,
"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_expand_enigma360_p2_enigma_205_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_205_E03_wrong_execution_d93fae37/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_205_E03_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:54.973926+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_212_E01_substitution_924fddfe | substitution | object_or_predicate_swap | Connects the probe ground clip to test point number 1 | Connects the probe tip to test point number 1 instead of the ground clip. | You need to attach the ground clip to that test point first, not the probe tip. | The task fails because the resulting electrical measurements will be invalid due to the missing common ground reference between the circuit and the oscilloscope. | wrong_object | ENIGMA-360 | enigma_212 | Complete the electronics lab procedure correctly | unspecified | false | 3.833 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/212_first_person.mp4 | {
"step_index": 202.833,
"want_s": 4.334,
"aligned_source_interval": [
0.32504999999999995,
2.7087499999999998
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_212_E01_substitution_924fddfe/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_212_E01_substitution_924fddfe/error_context.mp4",
"correct_clip": "generation_error/sample... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_212_E01_substitution_924fddfe",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 0,
"error_end_s": 3,
"visible_error": "视频中将示波器探头针尖直接连接到测试点，而接地夹（鳄鱼夹）闲置在桌面上未连接。",
"difference_from_correct": "正确动作中，操作人员先将接地夹连接到测试点；而错误动作中，直接用探头针尖连接了该测试点。",
"physic... | {
"source_duration_s": 584.37,
"crop_start_s": 142.833,
"crop_end_s": 262.833,
"duration_s": 120,
"source_replacement_start_s": 202.833,
"source_replacement_end_s": 207.167,
"error_start_s": 60,
"error_end_s": 64.334,
"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_expand_enigma360_p2_enigma_212_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_212_E01_substitution_924fddfe/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_212_E01_substitution... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:56.737928+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_216_E02_wrong_execution_2dc81972 | wrong_execution | execution_deviation | Uses the probe tip at test point number 6 on the card | Uses the probe tip on an adjacent capacitor on the card. | You're probing the capacitor; test point 6 is the flat pad right next to it. | Incorrect measurement leads to faulty troubleshooting, meaning the actual issue with the electronics will not be identified or fixed. | wrong_object | ENIGMA-360 | enigma_216 | Complete the electronics lab procedure correctly | unspecified | false | 5.083 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 4,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/216_first_person.mp4 | {
"step_index": 187.667,
"want_s": 5.766,
"aligned_source_interval": [
2.1622500000000002,
5.33355
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_216_E02_wrong_execution_2dc81972/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_216_E02_wrong_execution_2dc81972/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_216_E02_wrong_execution_2dc81972",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 4,
"visible_error": "探头未接触正确的测试点，而是错误地接触了相邻的蓝色电容。",
"difference_from_correct": "视频1中探头准确接触金属测试点，视频2中探头则接触在电容上。",
"physics_check": "通过",
"rea... | {
"source_duration_s": 312.1,
"crop_start_s": 127.667,
"crop_end_s": 247.667,
"duration_s": 120,
"source_replacement_start_s": 187.667,
"source_replacement_end_s": 193.433,
"error_start_s": 60,
"error_end_s": 65.766,
"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_expand_enigma360_p2_enigma_216_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_216_E02_wrong_execution_2dc81972/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_216_E02_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:57.112599+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_231_E03_wrong_execution_07d8a2e4 | wrong_execution | execution_deviation | Uses the probe tip to check some signal brought to test point number 2 on the card | Uses the probe tip to touch a pin on the adjacent integrated circuit instead of test point number 2. | Watch out, you're probing the IC pin instead of test point 2. | Capturing the wrong signal prevents correct diagnosis of the electronics, failing the testing procedure. | wrong_destination | ENIGMA-360 | enigma_231 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/231_first_person.mp4 | {
"step_index": 244.933,
"want_s": 10.6,
"aligned_source_interval": [
0,
8.745000000000001
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_231_E03_wrong_execution_07d8a2e4/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_231_E03_wrong_execution_07d8a2e4/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_231_E03_wrong_execution_07d8a2e4",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "探头触碰了芯片引脚而非测试点。",
"difference_from_correct": "正确视频触碰测试点，错误视频触碰芯片引脚。",
"physics_check": "通过",
"reason": "操作员将示波器探头错误地放置... | {
"source_duration_s": 718.77,
"crop_start_s": 184.933,
"crop_end_s": 304.933,
"duration_s": 120,
"source_replacement_start_s": 244.933,
"source_replacement_end_s": 255.533,
"error_start_s": 60,
"error_end_s": 70.6,
"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_expand_enigma360_p2_enigma_231_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_231_E03_wrong_execution_07d8a2e4/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_231_E03_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:01:58.479063+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_234_E01_wrong_execution_1bdaba0a | wrong_execution | execution_deviation | Randomly rotates the position knob | Randomly rotates the voltage scale knob. | You're turning the voltage scale knob, not the position knob. | The measurement scale is inadvertently altered, leading to misinterpretation of the signal's amplitude and incorrect readings. | wrong_object | ENIGMA-360 | enigma_234 | Complete the electronics lab procedure correctly | unspecified | false | 5.292 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/234_first_person.mp4 | {
"step_index": 720.3,
"want_s": 5.3,
"aligned_source_interval": [
0,
3.3125
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_234_E01_wrong_execution_1bdaba0a/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_234_E01_wrong_execution_1bdaba0a/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_234_E01_wrong_execution_1bdaba0a",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 3.5,
"visible_error": "旋转了电压档位旋钮而非位置旋钮，导致波形幅度改变。",
"difference_from_correct": "正确动作旋转上方位置旋钮，错误动作旋转了下方电压旋钮。",
"physics_check": "通过",
"reason... | {
"source_duration_s": 1580.57,
"crop_start_s": 660.3,
"crop_end_s": 780.3,
"duration_s": 120,
"source_replacement_start_s": 720.3,
"source_replacement_end_s": 725.6,
"error_start_s": 60,
"error_end_s": 65.3,
"help_point_s": 60,
"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_expand_enigma360_p2_enigma_234_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_234_E01_wrong_execution_1bdaba0a/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_234_E01_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:09.505176+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_46_E02_substitution_8bb2af9e | substitution | object_or_predicate_swap | Adjusts the power supply voltage knob setting it to 5 Volts | Adjust the power supply voltage knob, setting it to 12 Volts. | Wait, set it to 5 volts, 12 volts will fry the board! | Applying 12V to components rated for 5V will cause them to overheat and burn out, permanently destroying the circuit. | wrong_quantity | ENIGMA-360 | enigma_46 | Complete the electronics lab procedure correctly | unspecified | false | 8.208 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/46_first_person.mp4 | {
"step_index": 111.867,
"want_s": 10.966,
"aligned_source_interval": [
0,
10.966
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_46_E02_substitution_8bb2af9e/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_46_E02_substitution_8bb2af9e/error_context.mp4",
"correct_clip": "generation_error/samples/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_46_E02_substitution_8bb2af9e",
"label": "有问题",
"confidence": 1,
"error_start_s": 4,
"error_end_s": 7,
"visible_error": "在调节电源电压时，将电压调节到了12.0V，而不是正确的5.0V。",
"difference_from_correct": "正确视频中，操作员将电压调节并稳定在5.0V；而错误视频中，操作员将电压调节到了12.0V。",
"physics_check... | {
"source_duration_s": 1727.97,
"crop_start_s": 51.867,
"crop_end_s": 171.867,
"duration_s": 120,
"source_replacement_start_s": 111.867,
"source_replacement_end_s": 122.833,
"error_start_s": 60,
"error_end_s": 70.966,
"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_expand_enigma360_p2_enigma_46_E0... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_46_E02_substitution_8bb2af9e/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_46_E02_substitution_8... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:10.596211+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_47_E03_wrong_execution_d28586e5 | wrong_execution | execution_deviation | Places the card on the work area | Places the card on the bare desk beside the anti-static mat. | Make sure to put the card on the anti-static mat so it doesn't get damaged. | Electrostatic discharge damages the sensitive components on the card. | wrong_destination | ENIGMA-360 | enigma_47 | Complete the electronics lab procedure correctly | unspecified | 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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/47_first_person.mp4 | {
"step_index": 698.8,
"want_s": 3.633,
"aligned_source_interval": [
0.9981499999999999,
2.99815
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_47_E03_wrong_execution_d28586e5/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_47_E03_wrong_execution_d28586e5/error_context.mp4",
"correct_clip": "generation_error/sa... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_47_E03_wrong_execution_d28586e5",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "操作员将电路板放置在木板旁的裸露桌面上，未放在工作区。",
"difference_from_correct": "正确动作将电路板放于木质工作板上，错误动作将其置于右侧灰色桌面。",
"physics_check": "通过",
"re... | {
"source_duration_s": 1110.73,
"crop_start_s": 638.8,
"crop_end_s": 758.8,
"duration_s": 120,
"source_replacement_start_s": 698.8,
"source_replacement_end_s": 702.433,
"error_start_s": 60,
"error_end_s": 63.633,
"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_expand_enigma360_p2_enigma_47_E0... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_47_E03_wrong_execution_d28586e5/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_47_E03_wrong_execu... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:13.092490+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_49_E01_substitution_b58ada49 | substitution | object_or_predicate_swap | Activates the probe channel number 2 using the blue-bordered CH2 MENU button | Press the yellow-bordered CH1 MENU button. | Wait, you pressed the yellow CH1 button instead of the blue CH2 one. | The user will configure the wrong channel, failing to set up the required measurements for channel 2 and invalidating the lab results. | wrong_object | ENIGMA-360 | enigma_49 | Complete the electronics lab procedure correctly | unspecified | false | 4 | {
"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": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/49_first_person.mp4 | {
"step_index": 513.667,
"want_s": 5.5,
"aligned_source_interval": [
0.41250000000000003,
4.5375000000000005
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_49_E01_substitution_b58ada49/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_49_E01_substitution_b58ada49/error_context.mp4",
"correct_clip": "generation_error/samples/... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_49_E01_substitution_b58ada49",
"label": "有问题",
"confidence": 0.9,
"error_start_s": 2,
"error_end_s": 3.5,
"visible_error": "用户按下了黄色边框的CH1 MENU按钮，而不是蓝色边框的CH2 MENU按钮。",
"difference_from_correct": "在正确操作中，应该激活通道2（蓝色CH2按钮），而视频2中用户错误地按下了通道1（黄色CH1按钮）。",
... | {
"source_duration_s": 671,
"crop_start_s": 453.667,
"crop_end_s": 573.667,
"duration_s": 120,
"source_replacement_start_s": 513.667,
"source_replacement_end_s": 519.167,
"error_start_s": 60,
"error_end_s": 65.5,
"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_expand_enigma360_p2_enigma_49_E0... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_49_E01_substitution_b58ada49/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_49_E01_substitution_b... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:15.786622+00:00"
} |
v2_dataset_v2_expand_enigma360_p2_enigma_95_E03_wrong_execution_5f125357 | wrong_execution | execution_deviation | Grasps the capacitor on the card with pliers | Grasps the loose capacitor on the workbench with pliers. | You need to grab the capacitor that's actually on the card. | The required modification to the circuit card is skipped, leaving the circuit in an incorrect or incomplete state. | wrong_object | ENIGMA-360 | enigma_95 | Complete the electronics lab procedure correctly | unspecified | false | 6.542 | {
"error_semantics": 4,
"error_type_match": 4,
"visual_observability": 4,
"task_impact": 4,
"source_fidelity": 3,
"action_timing": 3,
"motion_coherence": 4,
"visual_quality": 4
} | {
"source": "2272x1278",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.317
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/ENIGMA360/videos/95_first_person.mp4 | {
"step_index": 672.533,
"want_s": 6.6,
"aligned_source_interval": [
2.4749999999999996,
6.6
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_95_E03_wrong_execution_5f125357/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_95_E03_wrong_execution_5f125357/error_context.mp4",
"correct_clip": "generation_error/sa... | {
"sample_id": "v2_dataset_v2_expand_enigma360_p2_enigma_95_E03_wrong_execution_5f125357",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 6.5,
"visible_error": "使用钳子夹取了桌面上散落的电容，而非电路板上的电容。",
"difference_from_correct": "视频1中钳子夹取的是电路板上的电容；视频2中夹取的是散落在木板上的电容。",
"physics_check": "通过",
... | {
"source_duration_s": 1159.3,
"crop_start_s": 612.533,
"crop_end_s": 732.533,
"duration_s": 120,
"source_replacement_start_s": 672.533,
"source_replacement_end_s": 679.133,
"error_start_s": 60,
"error_end_s": 66.6,
"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_expand_enigma360_p2_enigma_95_E0... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_95_E03_wrong_execution_5f125357/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_enigma360_p2_enigma_95_E03_wrong_execu... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:19.988627+00:00"
} |
v2_dataset_v2_expand_impact_impact_LE07UF17_Reassembly_A_003_ego_E01_wrong_execution_5ec55572 | wrong_execution | execution_deviation | Retrieve gearbox housing | Retrieve the motor housing. | Wait, that's the motor housing, you need the gearbox housing right now. | Attempting to install the motor housing out of sequence will block the installation of the gears and require disassembly to fix. | wrong_object | impact | impact_LE07UF17_Reassembly_A_003_ego | Complete the power tool disassembly or reassembly 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": 4
} | {
"source": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/IMPACT/IMPACT-v1.1/videos/ego/LE07UF17_Reassembly_A_003_ego.mp4 | {
"step_index": 0,
"want_s": 3.65,
"aligned_source_interval": [
0.6387499999999999,
3.37625
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_impact_impact_LE07UF17_Reassembly_A_003_ego_E01_wrong_execution_5ec55572/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_impact_impact_LE07UF17_Reassembly_A_003_ego_E01_wrong_execution_5ec55572/error_context.mp... | {
"sample_id": "v2_dataset_v2_expand_impact_impact_LE07UF17_Reassembly_A_003_ego_E01_wrong_execution_5ec55572",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 0,
"error_end_s": 3.5,
"visible_error": "视频2中操作者错误地拿取了银色电机外壳，而非正确的黑色齿轮箱外壳。",
"difference_from_correct": "视频1中操作者正确处理齿轮箱部件，视频2中则拿取了电机外壳。",
"p... | {
"source_duration_s": 284.3,
"crop_start_s": 0,
"crop_end_s": 120,
"duration_s": 120,
"source_replacement_start_s": 0,
"source_replacement_end_s": 3.65,
"error_start_s": 0,
"error_end_s": 3.65,
"help_point_s": 0,
"duration_status": "within_target",
"continuity_policy": "120s_event_centered",
"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_expand_impact_impact_LE07UF17_Re... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_impact_impact_LE07UF17_Reassembly_A_003_ego_E01_wrong_execution_5ec55572/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_impact_impact_LE0... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:27.650190+00:00"
} |
v2_dataset_v2_expand_impact_impact_MA07LF04_Disassembly_A_001_ego_E02_wrong_execution_c8e2ec80 | wrong_execution | execution_deviation | Store anti vibration handle | Store the anti-vibration handle with the depth gauge still attached to it. | Take the depth gauge out of the handle before you put it in the case. | The combined assembly will not fit into the molded compartments, preventing the user from closing the tool case. | wrong_state | impact | impact_MA07LF04_Disassembly_A_001_ego | Complete the power tool disassembly or reassembly 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": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | promoted_after_review | <source>/resolved_sources/long_video/B_assembly_repair/IMPACT/IMPACT-v1.1/videos/ego/MA07LF04_Disassembly_A_001_ego.mp4 | {
"step_index": 129.9,
"want_s": 2.41,
"aligned_source_interval": [
0.41000000000000014,
2.41
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_impact_impact_MA07LF04_Disassembly_A_001_ego_E02_wrong_execution_c8e2ec80/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_impact_impact_MA07LF04_Disassembly_A_001_ego_E02_wrong_execution_c8e2ec80/error_context.... | {
"sample_id": "v2_dataset_v2_expand_impact_impact_MA07LF04_Disassembly_A_001_ego_E02_wrong_execution_c8e2ec80",
"label": "有问题",
"confidence": 0.75,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "防震手柄在放入橙色盒子时，其上仍连接着深度计金属杆。",
"difference_from_correct": "正确操作应先将深度计从手柄中拆除再存放，而视频2中未拆除直接放入。",
"physi... | {
"source_duration_s": 526.79,
"crop_start_s": 69.9,
"crop_end_s": 189.9,
"duration_s": 120,
"source_replacement_start_s": 129.9,
"source_replacement_end_s": 132.31,
"error_start_s": 60,
"error_end_s": 62.41,
"help_point_s": 60,
"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_expand_impact_impact_MA07LF04_Di... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_impact_impact_MA07LF04_Disassembly_A_001_ego_E02_wrong_execution_c8e2ec80/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_impact_impact_MA... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:28.040258+00:00"
} |
v2_dataset_v2_expand_lsv_lsv_DJI_20250820180015_0010_D_E02_substitution_957bc216 | substitution | object_or_predicate_swap | Rapidly transfer the tube to a pre-heated 42°C water bath for exactly 5 seconds. | Transfer the tube to the room-temperature tube rack. | Don't put it in the rack, it needs to go straight into the 42-degree water bath for the heat shock. | Without the 42°C heat shock, the bacteria will not take up the plasmid, resulting in a failed transformation with no colonies. | wrong_destination | LSV | lsv_DJI_20250820180015_0010_D | Complete the Transformation (w/ issue) correctly | unspecified | 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": "3840x2880",
"generated": "960x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.062
} | passed_lean_gates | <source>/resolved_sources/long_video/D_lab/LSV/DJI/DJI-Video/DJI_20250820180015_0010_D.MP4 | {
"step_index": 26,
"want_s": 11,
"aligned_source_interval": [
0,
11
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_lsv_lsv_DJI_20250820180015_0010_D_E02_substitution_957bc216/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_lsv_lsv_DJI_20250820180015_0010_D_E02_substitution_957bc216/error_context.mp4",
"correct_clip": "gen... | {
"sample_id": "v2_dataset_v2_expand_lsv_lsv_DJI_20250820180015_0010_D_E02_substitution_957bc216",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 1,
"error_end_s": 4,
"visible_error": "操作人员将离心管放入了室温的橙色管架中，而不是进行42°C的热击步骤。",
"difference_from_correct": "在正确视频中，操作人员将管子放入预热的仪器（PCR仪/热击设备）中进行热击；而在错误视频中，操作人... | {
"source_duration_s": 63.68,
"crop_start_s": 0,
"crop_end_s": 63.68,
"duration_s": 63.68,
"source_replacement_start_s": 26,
"source_replacement_end_s": 37,
"error_start_s": 26,
"error_end_s": 37,
"help_point_s": 27,
"duration_status": "within_target",
"continuity_policy": "full_source",
"error_... | 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_expand_lsv_lsv_DJI_2025082018001... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_lsv_lsv_DJI_20250820180015_0010_D_E02_substitution_957bc216/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_lsv_lsv_DJI_20250820180015_001... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:34.907270+00:00"
} |
v2_dataset_v2_expand_meccano_mec_0012_E04_wrong_execution_a9c37056 | wrong_execution | execution_deviation | Tighten bolt with hands | Tighten the excessively long bolt with hands. | That bolt is too long for that hole, use the shorter one. | The protruding bolt interferes with the placement of subsequent components, halting the assembly process. | wrong_object | meccano | mec_0012 | Complete the model assembly correctly | ego | false | 3.583 | {
"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": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/MECCANO/videos/0012.mp4 | {
"step_index": 416.25,
"want_s": 2.25,
"aligned_source_interval": [
0,
2.25
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_meccano_mec_0012_E04_wrong_execution_a9c37056/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_meccano_mec_0012_E04_wrong_execution_a9c37056/error_context.mp4",
"correct_clip": "generation_error/samples/v2_dat... | {
"sample_id": "v2_dataset_v2_expand_meccano_mec_0012_E04_wrong_execution_a9c37056",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 3.5,
"visible_error": "视频2中组装人员使用了过长的红色螺栓进行固定。",
"difference_from_correct": "视频1中使用了长度适中的标准螺栓，而视频2中使用的螺栓明显过长，向外突出。",
"physics_check": "通过",
"reason... | {
"source_duration_s": 844.42,
"crop_start_s": 356.25,
"crop_end_s": 476.25,
"duration_s": 120,
"source_replacement_start_s": 416.25,
"source_replacement_end_s": 418.5,
"error_start_s": 60,
"error_end_s": 62.25,
"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_expand_meccano_mec_0012_E04_wron... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_meccano_mec_0012_E04_wrong_execution_a9c37056/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_meccano_mec_0012_E04_wrong_execution_a9c3705... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:35.475027+00:00"
} |
v2_dataset_v2_expand_meccano_mec_0017_E01_substitution_29d9fc48 | substitution | object_or_predicate_swap | Tighten bolt with hands | Tighten the bolt using pliers. | Put the pliers down and just use your fingers, or you'll strip the plastic threads! | Once the threads are stripped, the bolt can no longer grip the plastic to hold the pieces together securely, compromising the model's structural integrity. | wrong_state | meccano | mec_0017 | Complete the model assembly 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": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/MECCANO/videos/0017.mp4 | {
"step_index": 533.58,
"want_s": 6.67,
"aligned_source_interval": [
0,
6.67
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_substitution_29d9fc48/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_substitution_29d9fc48/error_context.mp4",
"correct_clip": "generation_error/samples/v2_dataset_v... | {
"sample_id": "v2_dataset_v2_expand_meccano_mec_0017_E01_substitution_29d9fc48",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 3,
"error_end_s": 8,
"visible_error": "使用钳子来拧紧塑料螺栓，而不是用手拧紧。",
"difference_from_correct": "在视频1中，操作者用手拧紧螺栓；而在视频2中，操作者使用了钳子来拧紧螺栓，这可能会损坏塑料螺纹。",
"physics_check": "通过",
"re... | {
"source_duration_s": 1197.42,
"crop_start_s": 473.58,
"crop_end_s": 593.58,
"duration_s": 120,
"source_replacement_start_s": 533.58,
"source_replacement_end_s": 540.25,
"error_start_s": 60,
"error_end_s": 66.67,
"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_expand_meccano_mec_0017_E01_subs... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_substitution_29d9fc48/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_substitution_29d9fc48/erro... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:35.849664+00:00"
} |
v2_dataset_v2_expand_meccano_mec_0017_E01_wrong_execution_bc241998 | wrong_execution | execution_deviation | Screw screw with hands | Screw a nut with hands. | You grabbed a nut, you need a screw for that hole. | The joint remains unsecured, meaning the model will fall apart when moved or when subsequent parts are added. | wrong_object | meccano | mec_0017 | Complete the model assembly correctly | ego | false | 6.375 | {
"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": "1920x1080",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": true,
"area_ratio": 0.444
} | passed_lean_gates | <source>/resolved_sources/long_video/B_assembly_repair/MECCANO/videos/0017.mp4 | {
"step_index": 99.75,
"want_s": 3.92,
"aligned_source_interval": [
0,
3.92
]
} | {
"correct_context": "generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_wrong_execution_bc241998/correct_context.mp4",
"error_context": "generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_wrong_execution_bc241998/error_context.mp4",
"correct_clip": "generation_error/samples/v2_dat... | {
"sample_id": "v2_dataset_v2_expand_meccano_mec_0017_E01_wrong_execution_bc241998",
"label": "有问题",
"confidence": 0.8,
"error_start_s": 1,
"error_end_s": 5,
"visible_error": "错误地使用了红色螺母而非螺钉进行组装。",
"difference_from_correct": "正确步骤使用螺钉穿过孔洞，错误步骤则将螺母直接贴在孔上。",
"physics_check": "通过",
"reason": "视频2中组装者错误选择... | {
"source_duration_s": 1197.42,
"crop_start_s": 39.75,
"crop_end_s": 159.75,
"duration_s": 120,
"source_replacement_start_s": 99.75,
"source_replacement_end_s": 103.67,
"error_start_s": 60,
"error_end_s": 63.92,
"help_point_s": 61,
"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_expand_meccano_mec_0017_E01_wron... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_wrong_execution_bc241998/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_dataset_v2_expand_meccano_mec_0017_E01_wrong_execution_bc24199... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:36.225170+00:00"
} |
v2_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E01_wrong_execution_36abb5cf | wrong_execution | execution_deviation | Get appropriate wrenches | Get a pair of pliers. | Don't use pliers for that, you need actual wrenches or you'll strip the nuts. | The pliers will strip the wheel nuts, making them impossible to remove and preventing the wheel from being taken off. | wrong_object | EgoExo4D | ee4d_fair_bike_01_14 | Complete the Remove a Wheel 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": 4,
"visual_quality": 4
} | {
"source": "448x448",
"generated": "1280x720",
"exact_size_match": false,
"aspect_preserved": false,
"area_ratio": 4.592
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/fair_bike_01_14/frame_aligned_videos/downscaled/448/aria01_214-1.mp4 | {
"step_index": 11.524,
"want_s": 2.306,
"aligned_source_interval": [
0,
2
]
} | {
"correct_context": "generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E01_wrong_execution_36abb5cf/correct_context.mp4",
"error_context": "generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E01_wrong_execution_36abb5cf/error_context.mp4",
"correct_clip": "generation_error/... | {
"sample_id": "v2_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E01_wrong_execution_36abb5cf",
"label": "有问题",
"confidence": 0.7,
"error_start_s": 0,
"error_end_s": 2,
"visible_error": "视频中展示了拿取老虎钳而非合适的扳手。",
"difference_from_correct": "正确步骤应拿取扳手，而视频2中拿取并展示了老虎钳。",
"physics_check": "通过",
"reason": "视频2中清晰展... | {
"source_duration_s": 46.6,
"crop_start_s": 0,
"crop_end_s": 46.6,
"duration_s": 46.6,
"source_replacement_start_s": 11.524,
"source_replacement_end_s": 13.83,
"error_start_s": 11.524,
"error_end_s": 13.83,
"help_point_s": 11.524,
"duration_status": "short_source",
"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_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E01_wrong_execution_36abb5cf/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_fair_bike_01_14_E01_wrong_exe... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:36.819108+00:00"
} |
v2_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_18_4_E01_substitution_71c79616 | substitution | object_or_predicate_swap | Slowly move the chain by backpedaling with hand | Slowly move the chain by pedaling forward with your hand. | Pedal backwards so the rear wheel doesn't spin while you lube the chain. | Spinning the rear wheel creates a pinch hazard for the hands applying the lubricant, can fling lubricant off the chain, and may destabilize the bike. | wrong_state | EgoExo4D | ee4d_georgiatech_bike_18_4 | Complete the Clean and Lubricate the Chain correctly | ego | false | 4.708 | {
"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": "1280x720",
"exact_size_match": false,
"aspect_preserved": false,
"area_ratio": 4.592
} | passed_lean_gates | <source>/resolved_sources/long_video/C_ego_general/EgoExo4D/takes/georgiatech_bike_18_4/frame_aligned_videos/downscaled/448/aria02_214-1.mp4 | {
"step_index": 13.105,
"want_s": 3.595,
"aligned_source_interval": [
0,
2.9658750000000005
]
} | {
"correct_context": "generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_18_4_E01_substitution_71c79616/correct_context.mp4",
"error_context": "generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_18_4_E01_substitution_71c79616/error_context.mp4",
"correct_clip": "generation_... | {
"sample_id": "v2_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_18_4_E01_substitution_71c79616",
"label": "有问题",
"confidence": 0.95,
"error_start_s": 0,
"error_end_s": 4.7,
"visible_error": "在润滑链条时，操作者用手向前踩动脚踏板，导致后轮快速旋转。",
"difference_from_correct": "正确动作应该向后踩动脚踏板（倒车），使链条移动而轮子不转；而错误动作是向前踩动，导致后轮快速旋转，增加夹手风险并可... | {
"source_duration_s": 113.8,
"crop_start_s": 0,
"crop_end_s": 113.8,
"duration_s": 113.8,
"source_replacement_start_s": 13.105,
"source_replacement_end_s": 16.7,
"error_start_s": 13.105,
"error_end_s": 16.7,
"help_point_s": 13.105,
"duration_status": "within_target",
"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_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_... | {
"correct_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_18_4_E01_substitution_71c79616/correct_context.mp4",
"error_context": "<source>/UnifiedProactiveBench/data/generation_error/samples/v2_ee4d_batch2_egoexo4d_ee4d_georgiatech_bike_18_4_E01_... | {
"label": "good",
"meaning": "no obvious low-level generation artifact",
"passes": 2,
"reviewer": "cy",
"reviewed_at": "2026-08-28T11:02:41.674071+00:00"
} |
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