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vpmixed_20260516_full_comp:paper_mt_opd:train:0:8c852586e8407a73
sample_619805b39c042f53de46076b535fd4badc54e5c789050f4e8c852586e8407a73
null
vpmixed_20260516_full_comp
et_instruct
[ "W9fFZhztlX0", "W9fFZhztlX0" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A person forms a circular well in the soil around the seedling. Finally, A person's hands pat down the soil around a small green seedling. Which clip (A or B) b...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A person forms a circular well in the soil around the seedling. Finally, A person's hands pat down the soil around...
A
choice_letter
null
[ { "media_id": "media_12a803de7a688430695cc2f5", "source_dataset": "et_instruct", "source_video_id": "W9fFZhztlX0", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/W9fFZhztlX0__ea29d0c00a6f/000265.jpg", "media/frames/aot/source_2fps/W9fFZhztlX0_...
train
paper_mt_opd
0
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
abea954a9c07f75690bda8f24aa8bde6f3c6e750d61262e668e928c78667dd38
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":183.5,"annotation_path":"annotations/hier_v1/W9fFZhztlX0.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":183.5,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/W9fFZhztlX0","global_phase_criterion":"Eve...
vpmixed_20260516_full_comp:paper_mt_opd:train:1:704cc0c9b326df74
sample_756dc1d8529a8550be0362ca7ca657513d9658dfc50fa0e8704cc0c9b326df74
my|cosmo|NxdwxQoCkaI|Christine prepares cauliflower garlic breadsticks, suggesting toppings like cheese and chilies, and advises letting it cool before cutting into sticks.
vpmixed_20260516_full_comp
timerft
[ "NxdwxQoCkaI" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 98 - 140 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_579396bbc97cc928d87d9784", "source_dataset": "timerft", "source_video_id": "NxdwxQoCkaI", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/NxdwxQoCkaI__7db0880baa13/000001.jpg", "media/frames/tg/base_cache_2fps/NxdwxQoCka...
train
paper_mt_opd
1
null
vpmixed_20260516_full_comp
[ "timerft" ]
b4afed4db210c23edb3fe9c80bc145f66f0a3f49d6f55c4845d3783b973387c6
0334f1fdaad15f14dfa903e730eb0d6ba782199916764a5c1de4016e7c8adc0f
{"answer_format":"tgbench_natural_language_v1","dataset":"TimeRFT","difficulty":23.809523809523807,"duration":147.2,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"m...
vpmixed_20260516_full_comp:paper_mt_opd:train:2:be4cc41317502757
sample_92aaf112c49960274553dd1d6197cdd3fcb966c128ab6fb7be4cc41317502757
null
vpmixed_20260516_full_comp
et_instruct
[ "o6N4rneLGqk", "o6N4rneLGqk" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, woman picks up a bowl of shredded cheese. Finally, woman places chopped tomatoes onto a pesto-covered flatbread. Which clip (A or B) best matches this paragraph...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, woman picks up a bowl of shredded cheese. Finally, woman places chopped tomatoes onto a pesto-covered flatbread.\n...
A
choice_letter
null
[ { "media_id": "media_6254058df77460b6713cc8bc", "source_dataset": "et_instruct", "source_video_id": "o6N4rneLGqk", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/o6N4rneLGqk__0f9e2c7b03d1/000161.jpg", "media/frames/aot/source_2fps/o6N4rneLGqk_...
train
paper_mt_opd
2
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
3eaa345e28f24948ac2e3605d12c56fd455eb9002995bb3165d445893359d51f
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":177.177,"annotation_path":"annotations/hier_v1/o6N4rneLGqk.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":177.177,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/o6N4rneLGqk","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:3:6f6cca753345ad2b
sample_945e6aa8c0a85bd96f951398326ed03dc240f9be2a1b1b406f6cca753345ad2b
null
vpmixed_20260516_full_comp
et_instruct
[ "LI5KEGWYfAM" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 212s video clip (timestamps 0 to 212), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 212s video clip (timestamps 0 to 212), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 47], [47, 97], [97, 212]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_9ffd3493a494636e8887cad0", "source_dataset": "et_instruct", "source_video_id": "LI5KEGWYfAM", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/LI5KEGWYfAM__d395e245a75e/000001.jpg", "media/frames/seg/source_2fps/LI5KEGWYfAM_...
train
paper_mt_opd
3
hier_v1:et_instruct:LI5KEGWYfAM
vpmixed_20260516_full_comp
[ "et_instruct" ]
8091fee319e2d5363b6cf9f6304c0f4de52d0487a0e8f478b83b25ac5153405b
c553fb91f4ef85838db9b80f1865023dbb64aa8f81447ff8d41318bcf7dffbbf
{"archetype":"tutorial","clip_duration_sec":212.667,"clip_key":"LI5KEGWYfAM","domain_l1":"lifestyle_creation","domain_l2":"daily_vlog_pet","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps...
vpmixed_20260516_full_comp:paper_mt_opd:train:4:929ef74f9ac75102
sample_1b2b158c4c495c76f5887cad6ca4f26a86e868cb8a3e368f929ef74f9ac75102
null
vpmixed_20260516_full_comp
et_instruct
[ "v_mpj1rR1wXKU", "v_mpj1rR1wXKU" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, Close-up of a person holding and rotating a purple bowling ball. Then, A man in a bowling alley gestures with his thumb then places the ball down. Next, A man in...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, Close-up of a person holding and rotating a purple bowling ball. Then, A man in a bowling alley gestures with his ...
B
choice_letter
null
[ { "media_id": "media_5e3daff6196a850090a9d2fc", "source_dataset": "et_instruct", "source_video_id": "v_mpj1rR1wXKU", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v_mpj1rR1wXKU__a7e7e48ee5a2/000221.jpg", "media/frames/aot/source_2fps/v_mpj1rR...
train
paper_mt_opd
4
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
996bb2fcaf86aac8dbc5599b8f099ca84ef6e70a36e29e254fb4385417b9a82c
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":196.0,"annotation_path":"annotations/hier_v1/v_mpj1rR1wXKU.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":196.0,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v_mpj1rR1wXKU","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:5:3aa5c885e166fba1
sample_3ae3005d959ba971017562247528c869a2d5eddc9c23cc6b3aa5c885e166fba1
null
vpmixed_20260516_full_comp
et_instruct
[ "v7H8OoKA4F8", "v7H8OoKA4F8" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A hand places a connector casing next to the plug. Then, A hand places a cable tester on the surface. Next, A hand places an 8-pin modular plug on a white surfac...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A hand places a connector casing next to the plug. Then, A hand places a cable tester on the surface. Next, A hand...
A
choice_letter
null
[ { "media_id": "media_d8604cbd27200295086f7db3", "source_dataset": "et_instruct", "source_video_id": "v7H8OoKA4F8", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v7H8OoKA4F8__d4e1a794067a/000047.jpg", "media/frames/aot/source_2fps/v7H8OoKA4F8_...
train
paper_mt_opd
5
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
bf51a0c03e47a43a0491690321653df8751989b9cb825437647a617bc9eb5523
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":235.667,"annotation_path":"annotations/hier_v1/v7H8OoKA4F8.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":235.667,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v7H8OoKA4F8","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:6:d0a0a5fd08b76732
sample_957e3b8cc52291365d0e3943002ec795a8175590eeb16351d0a0a5fd08b76732
null
vpmixed_20260516_full_comp
et_instruct
[ "veiBrghAE78", "veiBrghAE78", "veiBrghAE78", "veiBrghAE78" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
3124
task_specific_string
null
[ { "media_id": "media_243eca6382895c5e96f8c0bf", "source_dataset": "et_instruct", "source_video_id": "veiBrghAE78", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/veiBrghAE78__bba421df7c00/000323.jpg", "media/frames/logic/source_2fps/veiBrghA...
train
paper_mt_opd
6
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
1dca80f9783c5e8ddbcb66291c035ded21489db553106eae8c080ed9016e9345
{"clip_key":"veiBrghAE78","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:7:95a22ad68c917612
sample_45eb94c15834a3a11b5c973817d3822af06b126f6547913e95a22ad68c917612
HwI65TnV7Fc::q2
vpmixed_20260516_full_comp
timelens
[ "HwI65TnV7Fc" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 28 - 35 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_7435cbb7db6479f705f19e30", "source_dataset": "timelens", "source_video_id": "HwI65TnV7Fc", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/HwI65TnV7Fc__fc7f027c593e/000001.jpg", "media/frames/tg/base_cache_2fps/HwI65TnV7...
train
paper_mt_opd
7
null
vpmixed_20260516_full_comp
[ "timelens" ]
66336454ed25528973476be9321b2ddcd4ce34dcc3e8ace16f75f2093760977d
5bf3053e7acc99c4a05652578a0888cf0486b2c89bb972a083e89caebc6f92f1
{"answer_format":"tgbench_natural_language_v1","clip_key":"HwI65TnV7Fc","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":35.4,"duration_bucket":"[30,45)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","ru...
vpmixed_20260516_full_comp:paper_mt_opd:train:8:868d5d1e676ea674
sample_42243921db76232d05354b18e87162e63f7d2433ecf5328b868d5d1e676ea674
rwd3Iu5BYPY
vpmixed_20260516_full_comp
llava_video
[ "ytb_rwd3Iu5BYPY" ]
mcq
llava_mcq
video
null
no_cot
null
null
null
<video> What is the in-game name of the player 'MITCHIEBOI'? A. SNONamic B. FUN BaconPancakes C. FUN RESISTONE D. ESLMaster Please respond with only the letter of the correct answer. Provide your answer (a single letter) inside <answer></answer> tags.
[ { "role": "user", "content": "<video>\nWhat is the in-game name of the player 'MITCHIEBOI'?\nA. SNONamic\nB. FUN BaconPancakes\nC. FUN RESISTONE\nD. ESLMaster\nPlease respond with only the letter of the correct answer.\n\nProvide your answer (a single letter) inside <answer></answer> tags." } ]
A
choice_letter
null
[ { "media_id": "media_10d24fda088ba66cd0d1b817", "source_dataset": "llava_video", "source_video_id": "ytb_rwd3Iu5BYPY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/mcq/base_cache_2fps/ytb_rwd3Iu5BYPY__76a470d0059c/000001.jpg", "media/frames/mcq/base_cache_2...
train
paper_mt_opd
8
null
vpmixed_20260516_full_comp
[ "llava_video" ]
f13d7d27b4c465dc24b9da2cde65ffde1e7d68bfb675f9bf43f18ec809ab0de4
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"data_source":"0_30_s_youtube_v0_1","duration_bucket":"0_30_s","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cache_roots":["media/frames/...
vpmixed_20260516_full_comp:paper_mt_opd:train:9:4328e7d90d10ae94
sample_43c6b481655d716cbbc93ef3e4f9fad12bc46a33ff4ba1554328e7d90d10ae94
8-cJmdoVeso::q4
vpmixed_20260516_full_comp
timelens
[ "8-cJmdoVeso" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 14 - 33 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_a8de437b29f00af6215fccc7", "source_dataset": "timelens", "source_video_id": "8-cJmdoVeso", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/8-cJmdoVeso__ab5404f6075f/000001.jpg", "media/frames/tg/base_cache_2fps/8-cJmdoVe...
train
paper_mt_opd
9
null
vpmixed_20260516_full_comp
[ "timelens" ]
d7f09c68f335e663aa817e2883407a5fcbf8fef8a5515d20e812f4f26534e32b
f0b08a4e1f73fbaed6104c03cec0e445bc033c5209684b8fd3be59084950c23b
{"answer_format":"tgbench_natural_language_v1","clip_key":"8-cJmdoVeso","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":33.0,"duration_bucket":"[30,45)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","ru...
vpmixed_20260516_full_comp:paper_mt_opd:train:10:3539f9848ee857c8
sample_6f4f39b07a7d0734d78c6cdd970c28dd5b64358a883236e33539f9848ee857c8
null
vpmixed_20260516_full_comp
et_instruct
[ "d3spTx3ayRY", "d3spTx3ayRY", "d3spTx3ayRY", "d3spTx3ayRY" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
3241
task_specific_string
null
[ { "media_id": "media_80210290c595ec2ca5f510b7", "source_dataset": "et_instruct", "source_video_id": "d3spTx3ayRY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/d3spTx3ayRY__2002915fefea/000167.jpg", "media/frames/logic/source_2fps/d3spTx3a...
train
paper_mt_opd
10
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"clip_key":"d3spTx3ayRY","domain_l1":"culinary_food","domain_l2":"fine_grained_prep","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cache_...
vpmixed_20260516_full_comp:paper_mt_opd:train:11:c806a9a3a52f51d7
sample_2acee07223a38b14b51af2167a8daded4f1cdd917b0b32ecc806a9a3a52f51d7
null
vpmixed_20260516_full_comp
et_instruct
[ "QTrgt6X0HhA" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 232s video clip (timestamps 0 to 232), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 232s video clip (timestamps 0 to 232), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 7], [7, 18], [18, 31], [31, 91], [91, 95], [101, 132], [137, 147], [147, 200], [200, 232]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_507e3224b209ea55c8049826", "source_dataset": "et_instruct", "source_video_id": "QTrgt6X0HhA", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/QTrgt6X0HhA__320facfb2318/000001.jpg", "media/frames/seg/source_2fps/QTrgt6X0HhA_...
train
paper_mt_opd
11
hier_v1:et_instruct:QTrgt6X0HhA
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"archetype":"tutorial","clip_duration_sec":232.633,"clip_key":"QTrgt6X0HhA","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fp...
vpmixed_20260516_full_comp:paper_mt_opd:train:12:a895f6fe959ee452
sample_7de34e8890c66ff0eeed7cab0472a4356f1ad2ef60eb09f6a895f6fe959ee452
null
vpmixed_20260516_full_comp
et_instruct
[ "rAYA2hjzevQ" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 177s video clip (timestamps 0 to 177), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 177s video clip (timestamps 0 to 177), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 17], [17, 28], [28, 71], [71, 107], [107, 144], [144, 169], [169, 177]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_769cdaaad90a661b49c5dbb9", "source_dataset": "et_instruct", "source_video_id": "rAYA2hjzevQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/rAYA2hjzevQ__c062222873bb/000001.jpg", "media/frames/seg/source_2fps/rAYA2hjzevQ_...
train
paper_mt_opd
12
hier_v1:et_instruct:rAYA2hjzevQ
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"archetype":"tutorial","clip_duration_sec":177.32,"clip_key":"rAYA2hjzevQ","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps...
vpmixed_20260516_full_comp:paper_mt_opd:train:13:b07ec7677646773d
sample_d5f46ccc79256d872dd7ee4456421fee50ab4eaa93d7084fb07ec7677646773d
null
vpmixed_20260516_full_comp
et_instruct
[ "SnO1EkYEJSw" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 190s video clip (timestamps 0 to 190), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 190s video clip (timestamps 0 to 190), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 13], [13, 41], [41, 81], [81, 93], [93, 149], [149, 173], [173, 181], [181, 190]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_24917bb5437c5639b55a5d53", "source_dataset": "et_instruct", "source_video_id": "SnO1EkYEJSw", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/SnO1EkYEJSw__1769cf7a261f/000001.jpg", "media/frames/seg/source_2fps/SnO1EkYEJSw_...
train
paper_mt_opd
13
hier_v1:et_instruct:SnO1EkYEJSw
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"archetype":"tutorial","clip_duration_sec":190.5,"clip_key":"SnO1EkYEJSw","domain_l1":"lifestyle_creation","domain_l2":"crafts_diy","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,...
vpmixed_20260516_full_comp:paper_mt_opd:train:14:1d883434cbf5262d
sample_5e685d6ad6e80a71294d86bf33dfe86437bc33c74f6367111d883434cbf5262d
null
vpmixed_20260516_full_comp
et_instruct
[ "vEGbwOZvgMU" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 193s video clip (timestamps 0 to 193), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 193s video clip (timestamps 0 to 193), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 7], [7, 18], [18, 29], [29, 39], [39, 55], [55, 63], [63, 71], [71, 76], [76, 90], [90, 102], [102, 112], [112, 129], [129, 154], [154, 188], [188, 193]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_8e36e4df09ebceac467a5647", "source_dataset": "et_instruct", "source_video_id": "vEGbwOZvgMU", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/vEGbwOZvgMU__7f57d70c4b74/000001.jpg", "media/frames/seg/source_2fps/vEGbwOZvgMU_...
train
paper_mt_opd
14
hier_v1:et_instruct:vEGbwOZvgMU
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"archetype":"tutorial","clip_duration_sec":193.333,"clip_key":"vEGbwOZvgMU","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fp...
vpmixed_20260516_full_comp:paper_mt_opd:train:15:0f13185db03298e8
sample_549dd74368445bda8d25c4e150612881ed0c514e7b184a810f13185db03298e8
null
vpmixed_20260516_full_comp
et_instruct
[ "yEAy2eo_dT4", "yEAy2eo_dT4", "yEAy2eo_dT4", "yEAy2eo_dT4" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
1423
task_specific_string
null
[ { "media_id": "media_2ef42755a8ead11c88c222bc", "source_dataset": "et_instruct", "source_video_id": "yEAy2eo_dT4", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/yEAy2eo_dT4__b7d2f9f08363/000187.jpg", "media/frames/logic/source_2fps/yEAy2eo_...
train
paper_mt_opd
15
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"clip_key":"yEAy2eo_dT4","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:16:63f5cd702a8ccbaa
sample_e9cb41fc460578bac306e71b5fe0d93926d655608fa0b35763f5cd702a8ccbaa
null
vpmixed_20260516_full_comp
et_instruct
[ "uDzYQRDCG6Q", "uDzYQRDCG6Q" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A person connects a silver fitting to a copper pipe. Then, A person unscrews a cap from a soap dispenser pump. Next, A man in a black shirt smiles at the camera....
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A person connects a silver fitting to a copper pipe. Then, A person unscrews a cap from a soap dispenser pump. Nex...
A
choice_letter
null
[ { "media_id": "media_d5476923d777de7f2cd5472a", "source_dataset": "et_instruct", "source_video_id": "uDzYQRDCG6Q", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/uDzYQRDCG6Q__569b44405a78/000245.jpg", "media/frames/aot/source_2fps/uDzYQRDCG6Q_...
train
paper_mt_opd
16
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":164.667,"annotation_path":"annotations/hier_v1/uDzYQRDCG6Q.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":164.667,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/uDzYQRDCG6Q","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:17:661a2acba436dab1
sample_1daa85b9b4cf922f231c74637c4968c1e48e8682cb855f47661a2acba436dab1
null
vpmixed_20260516_full_comp
et_instruct
[ "aa5f6f02-2d6d-493e-88c5-e4f95a1b0e92_49_199" ]
progression
seg_aot_action_v2t_3way
video
null
no_cot
null
null
null
<video> Watch the video clip carefully. Which paragraph best matches the temporal order observed in this video? A. First, Person picks up the vacuum cleaner hose. Then, POV shot of vacuuming crumbs off the floor. Finally, POV shot walking towards a vacuum cleaner in a room. B. First, POV shot of vacuuming crumbs of...
[ { "role": "user", "content": "<video>\n\nWatch the video clip carefully.\n\nWhich paragraph best matches the temporal order observed in this video?\n\nA. First, Person picks up the vacuum cleaner hose. Then, POV shot of vacuuming crumbs off the floor. Finally, POV shot walking towards a vacuum cleaner in a ...
B
choice_letter
null
[ { "media_id": "media_5990f7a6de8a08032b95fdee", "source_dataset": "et_instruct", "source_video_id": "aa5f6f02-2d6d-493e-88c5-e4f95a1b0e92_49_199", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/aa5f6f02-2d6d-493e-88c5-e4f95a1b0e92_49_199__0bc2718f15...
train
paper_mt_opd
17
hier_v1:et_instruct:aa5f6f02-2d6d-493e-88c5-e4f95a1b0e92_49_199
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":150.0,"annotation_path":"annotations/hier_v1/aa5f6f02-2d6d-493e-88c5-e4f95a1b0e92_49_199.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":150.0,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/aa5f6f02-2...
vpmixed_20260516_full_comp:paper_mt_opd:train:18:573933fd99c1ab38
sample_f7c55f28b2b07c24aa934d28d4d34c4d3e8edefb3fcb876b573933fd99c1ab38
null
vpmixed_20260516_full_comp
et_instruct
[ "9Ul5MxlEytg", "9Ul5MxlEytg", "9Ul5MxlEytg", "9Ul5MxlEytg" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
4312
task_specific_string
null
[ { "media_id": "media_f33628b9a1af03226aeb6f44", "source_dataset": "et_instruct", "source_video_id": "9Ul5MxlEytg", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/9Ul5MxlEytg__52a8e88fa4ad/000339.jpg", "media/frames/logic/source_2fps/9Ul5MxlE...
train
paper_mt_opd
18
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"clip_key":"9Ul5MxlEytg","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:19:1af92884bba04ca0
sample_234648fc6dd59d47af25ecc6f6168183494f428cd83893081af92884bba04ca0
null
vpmixed_20260516_full_comp
et_instruct
[ "3Djo7UI4GDY", "3Djo7UI4GDY" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, person removes jellyfish from package onto a plate. Finally, person holds up a package of jellyfish. Which clip (A or B) best matches this paragraph? Answer wi...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, person removes jellyfish from package onto a plate. Finally, person holds up a package of jellyfish.\n\nWhich clip...
A
choice_letter
null
[ { "media_id": "media_ecfd31e93ae42f937c818dee", "source_dataset": "et_instruct", "source_video_id": "3Djo7UI4GDY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/3Djo7UI4GDY__f1b5bd316c03/000015.jpg", "media/frames/aot/source_2fps/3Djo7UI4GDY_...
train
paper_mt_opd
19
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
d9963a0428a21da2c2b1f12ef4be959709e635f579ab3683782c367e001efca9
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":218.652,"annotation_path":"annotations/hier_v1/3Djo7UI4GDY.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":218.652,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/3Djo7UI4GDY","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:20:87a543c519239bbd
sample_45d2c9fb100abb1be91e899a8c7f9171f343cd8eaf1edb8787a543c519239bbd
null
vpmixed_20260516_full_comp
et_instruct
[ "9b668b9c-985c-43bf-9c7a-757571e0c118_46_196", "9b668b9c-985c-43bf-9c7a-757571e0c118_46_196", "9b668b9c-985c-43bf-9c7a-757571e0c118_46_196" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, observe the object s...
[ { "role": "user", "content": "The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\n\nDetermine the correct chronological order of these clips to reconstruct the origina...
132
task_specific_string
null
[ { "media_id": "media_43b7ccb0a5383647a2076d21", "source_dataset": "et_instruct", "source_video_id": "9b668b9c-985c-43bf-9c7a-757571e0c118_46_196", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/9b668b9c-985c-43bf-9c7a-757571e0c118_46_196__d6b069e7...
train
paper_mt_opd
20
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
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{"clip_key":"9b668b9c-985c-43bf-9c7a-757571e0c118_46_196","domain_l1":"lifestyle_creation","domain_l2":"daily_vlog_pet","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":nul...
vpmixed_20260516_full_comp:paper_mt_opd:train:21:f3f905f429fdca85
sample_0232a277e2df6285dc739fc6c46580f4eb2c88fd17efc356f3f905f429fdca85
null
vpmixed_20260516_full_comp
et_instruct
[ "jOnD4lnDD_4", "jOnD4lnDD_4" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A barber combs a man's mustache downwards. Finally, A barber trims a man's mustache with an electric trimmer. Which clip (A or B) best matches this paragraph? ...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A barber combs a man's mustache downwards. Finally, A barber trims a man's mustache with an electric trimmer.\n\nW...
A
choice_letter
null
[ { "media_id": "media_297a90d3be3694d89219b57d", "source_dataset": "et_instruct", "source_video_id": "jOnD4lnDD_4", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/jOnD4lnDD_4__63744b54c50f/000111.jpg", "media/frames/aot/source_2fps/jOnD4lnDD_4_...
train
paper_mt_opd
21
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
759f290c4b551193a76e2dfba76e2d13e2a7620dff7273a7aca3e993b714d1aa
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":84.818,"annotation_path":"annotations/hier_v1/jOnD4lnDD_4.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":84.818,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/jOnD4lnDD_4","global_phase_criterion":"E...
vpmixed_20260516_full_comp:paper_mt_opd:train:22:9380b4038efdb12d
sample_2f50a6cac45809560b03dea1b3764cda7f5f1856ca172e5f9380b4038efdb12d
null
vpmixed_20260516_full_comp
et_instruct
[ "hEtRtIvpIZA" ]
boundary
temporal_seg_hier_L1
video
1
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 160s video clip (timestamps 0 to 160), sampled at 1-2 fps. Segment the video into high-level phases using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the video for visual shot transitions — moments where the scene, camera angle, setting, or s...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 160s video clip (timestamps 0 to 160), sampled at 1-2 fps.\n\nSegment the video into high-level phases using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the video for visual shot transitions — mo...
<events>[[0, 67], [60, 160], [67, 109]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_0228226e4d6d788583db8fa4", "source_dataset": "et_instruct", "source_video_id": "hEtRtIvpIZA", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/hEtRtIvpIZA__dae3be40989a/000001.jpg", "media/frames/seg/source_2fps/hEtRtIvpIZA_...
train
paper_mt_opd
22
hier_v1:et_instruct:hEtRtIvpIZA
vpmixed_20260516_full_comp
[ "et_instruct" ]
eb3c2ee687a40a378603f97b7182e880538c2706629adc3d50aa9f7887c2aad4
3b7976faaf3d956ba436de924730fea7590fbdde92b851a63a4f0c4449ad32f6
{"archetype":"tutorial","clip_duration_sec":160.833,"clip_key":"hEtRtIvpIZA","domain_l1":"lifestyle_creation","domain_l2":"daily_vlog_pet","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps...
vpmixed_20260516_full_comp:paper_mt_opd:train:23:060e5352277b3eee
sample_b3dff9c79c00c34d41956df598e83e211c3c59c2e525a8f6060e5352277b3eee
null
vpmixed_20260516_full_comp
et_instruct
[ "Ws7K-dtX0nM" ]
boundary
temporal_seg_hier_L1
video
1
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 143s video clip (timestamps 0 to 143), sampled at 1-2 fps. Segment the video into high-level phases using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the video for visual shot transitions — moments where the scene, camera angle, setting, or s...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 143s video clip (timestamps 0 to 143), sampled at 1-2 fps.\n\nSegment the video into high-level phases using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the video for visual shot transitions — mo...
<events>[[0, 60], [60, 129], [129, 143]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_bb5388459fd54cf89c6095c9", "source_dataset": "et_instruct", "source_video_id": "Ws7K-dtX0nM", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/Ws7K-dtX0nM__5f84e2f4175a/000001.jpg", "media/frames/seg/source_2fps/Ws7K-dtX0nM_...
train
paper_mt_opd
23
hier_v1:et_instruct:Ws7K-dtX0nM
vpmixed_20260516_full_comp
[ "et_instruct" ]
6f1ef9ae05160b71f43aa0989839860cd524d39579f56521a00b27382b3210db
457480e7bfde147b037c6b32e51ca9ab89d9c399e9aae00643e005bb22e8e391
{"archetype":"tutorial","clip_duration_sec":143.043,"clip_key":"Ws7K-dtX0nM","domain_l1":"engineering_maintenance","domain_l2":"science_tech_demo","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0....
vpmixed_20260516_full_comp:paper_mt_opd:train:24:b6b4495f286a7e0c
sample_b7de2c0bca54a9240460467f673b52b3d0a065ac2a3dd3d3b6b4495f286a7e0c
null
vpmixed_20260516_full_comp
et_instruct
[ "yhxlxsln_P0" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 153s video clip (timestamps 0 to 153), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 153s video clip (timestamps 0 to 153), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 6], [6, 21], [21, 52], [52, 92], [92, 122], [122, 135], [135, 144], [144, 153]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_e688c53f7e58e42d7d12d585", "source_dataset": "et_instruct", "source_video_id": "yhxlxsln_P0", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/yhxlxsln_P0__bdd6925a3a8b/000001.jpg", "media/frames/seg/source_2fps/yhxlxsln_P0_...
train
paper_mt_opd
24
hier_v1:et_instruct:yhxlxsln_P0
vpmixed_20260516_full_comp
[ "et_instruct" ]
3e3256c009a1964eb9d506c77bbf0aa6d8f13b9885099d0e4a9268612028a931
ea974226659fbec642017aab12b8542bc59d5ec672c40f3f67bb4eb618e62fb3
{"archetype":"tutorial","clip_duration_sec":153.5,"clip_key":"yhxlxsln_P0","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps"...
vpmixed_20260516_full_comp:paper_mt_opd:train:25:f0b55ccacaa15b29
sample_c5eb7adbb94474b0e039ce7dda7249dd7d264c0cb1297058f0b55ccacaa15b29
null
vpmixed_20260516_full_comp
et_instruct
[ "cEYowE_xYAA", "cEYowE_xYAA" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. The video ends with the Waitrose Live brand logo on a white background 2. The presenter stands behind the finished dish, followed by close-up shots of the plated food 3. Two cooked lamb kebabs are p...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. The video ends with the Waitrose Live brand logo on a white background\n 2. The presenter stands behind the finished dish, followed by close-up shots of th...
A
choice_letter
null
[ { "media_id": "media_d10f4d4ad77631cf14a18e45", "source_dataset": "et_instruct", "source_video_id": "cEYowE_xYAA", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/cEYowE_xYAA__41809ebd8239/000305.jpg", "media/frames/aot/source_2fps/cEYowE_xYAA_...
train
paper_mt_opd
25
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
5d8c891ce92e3c27db5c885b610aadb221e4586bb0763fcae99d9b0c2f042ff0
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":158.333,"annotation_path":"annotations/hier_v1/cEYowE_xYAA.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":158.333,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/cEYowE_xYAA","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:26:15b2a9b7972549e7
sample_3ffec90d85fbb147b9b42d44877e1779705f16fb0fad542c15b2a9b7972549e7
null
vpmixed_20260516_full_comp
et_instruct
[ "v_WwwfCw1dYlg", "v_WwwfCw1dYlg" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, High-angle shot of a man swimming freestyle in a pool lane. Then, Underwater shot of a swimmer performing a flip turn. Next, Underwater shot of a swimmer doing t...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, High-angle shot of a man swimming freestyle in a pool lane. Then, Underwater shot of a swimmer performing a flip t...
A
choice_letter
null
[ { "media_id": "media_15d108cebcee9cfd46ef318a", "source_dataset": "et_instruct", "source_video_id": "v_WwwfCw1dYlg", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v_WwwfCw1dYlg__94b696e3f093/000075.jpg", "media/frames/aot/source_2fps/v_WwwfCw...
train
paper_mt_opd
26
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
01c3d3efe11ee0294ffd8ff1d5140a3958b25ee25607124558c046a56f0c9b45
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":143.0,"annotation_path":"annotations/hier_v1/v_WwwfCw1dYlg.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":143.0,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v_WwwfCw1dYlg","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:27:dd024b34216746e1
sample_ec9a77647f41427dd6dc644ae885251a51b2be6cb5a30a2fdd024b34216746e1
null
vpmixed_20260516_full_comp
et_instruct
[ "4fba410d-405a-4265-a886-a1c9d589c007_267_417", "4fba410d-405a-4265-a886-a1c9d589c007_267_417" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, Driver opens their door and exits the car. Then, Passenger opens their door and exits the car. Next, Driver unbuckles the seatbelt. After that, Driver turns off ...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, Driver opens their door and exits the car. Then, Passenger opens their door and exits the car. Next, Driver unbuck...
A
choice_letter
null
[ { "media_id": "media_7efa2613ef367b3110a00345", "source_dataset": "et_instruct", "source_video_id": "4fba410d-405a-4265-a886-a1c9d589c007_267_417", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/4fba410d-405a-4265-a886-a1c9d589c007_267_417__bd966083...
train
paper_mt_opd
27
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
5853a66acc9c3759e5fe741eddb2652ddf70b911eb883f44dbbfda974cd34637
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":150.0,"annotation_path":"annotations/hier_v1/4fba410d-405a-4265-a886-a1c9d589c007_267_417.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":150.0,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/4fba410d-...
vpmixed_20260516_full_comp:paper_mt_opd:train:28:ee3dc4943a76ac6c
sample_29605099b4c436610494a73c615d217136f9b976fb285fecee3dc4943a76ac6c
uNdLk8TceYU::q2
vpmixed_20260516_full_comp
timelens
[ "uNdLk8TceYU" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 6 - 8 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_ab97da5623a2679fca6498ec", "source_dataset": "timelens", "source_video_id": "uNdLk8TceYU", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/uNdLk8TceYU__d25f021955b0/000001.jpg", "media/frames/tg/base_cache_2fps/uNdLk8Tce...
train
paper_mt_opd
28
null
vpmixed_20260516_full_comp
[ "timelens" ]
a1d6331caacb0ca9f2ebdc6c36aa5d226c2a394fcb4839ade9eb930f14984ccc
53c9fe7966e977542141dc25fc97df7665ed4975456348a4aa2b01bcec306356
{"answer_format":"tgbench_natural_language_v1","clip_key":"uNdLk8TceYU","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":20.4,"duration_bucket":"[15,30)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","ru...
vpmixed_20260516_full_comp:paper_mt_opd:train:29:e9fbd4ef19f0219f
sample_09fc2642b15897f7a4dc44ebdb05641aa58845145cbbe775e9fbd4ef19f0219f
null
vpmixed_20260516_full_comp
et_instruct
[ "zoNd5jugaVY", "zoNd5jugaVY", "zoNd5jugaVY", "zoNd5jugaVY" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
1423
task_specific_string
null
[ { "media_id": "media_c9e41c08f9723da22ad0c5db", "source_dataset": "et_instruct", "source_video_id": "zoNd5jugaVY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/zoNd5jugaVY__6449868f9f59/000029.jpg", "media/frames/logic/source_2fps/zoNd5jug...
train
paper_mt_opd
29
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
e81d47bc1914daacdfe3670959ae7f749fd47976471fc68ed00041f6150c80b6
{"clip_key":"zoNd5jugaVY","domain_l1":"engineering_maintenance","domain_l2":"home_furniture_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}]...
vpmixed_20260516_full_comp:paper_mt_opd:train:30:3abab33f8c8b7f9c
sample_2a9c24f3b9a8a52f2e353b5d6c5661f842dfddb162bf34593abab33f8c8b7f9c
null
vpmixed_20260516_full_comp
et_instruct
[ "pFZXhofDuX8" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 182s video clip (timestamps 0 to 182), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 182s video clip (timestamps 0 to 182), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 1], [93, 128], [128, 182]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_2f9f106536879ab2cdf841e4", "source_dataset": "et_instruct", "source_video_id": "pFZXhofDuX8", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/pFZXhofDuX8__7bb0e2de22fb/000001.jpg", "media/frames/seg/source_2fps/pFZXhofDuX8_...
train
paper_mt_opd
30
hier_v1:et_instruct:pFZXhofDuX8
vpmixed_20260516_full_comp
[ "et_instruct" ]
dc4cbfdb0ffa11dbb5cdb0e08f4461bdfca38b809ec7d9e884b3b51eb6b19434
70a168ae3bbee89de6711c5862ffa1c85ee0a9ab59623785bbd11ba2dcdbf380
{"archetype":"tutorial","clip_duration_sec":182.0,"clip_key":"pFZXhofDuX8","domain_l1":"culture_knowledge","domain_l2":"music_dance_theater","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"f...
vpmixed_20260516_full_comp:paper_mt_opd:train:31:987b648b245bf1f9
sample_965324c3c095524d26fec8b6ba4a84dfc45c353e118a6aeb987b648b245bf1f9
null
vpmixed_20260516_full_comp
et_instruct
[ "b11d6270-aedb-4cf7-9785-cef161d04c63_248_398" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 61s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 61s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 19], [20, 24], [25, 34], [35, 38], [39, 56], [57, 61]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_674aa5b817fb39a6ec3cd4f5", "source_dataset": "et_instruct", "source_video_id": "b11d6270-aedb-4cf7-9785-cef161d04c63_248_398", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/b11d6270-aedb-4cf7-9785-cef161d04c63_248_398__f39fcce3...
train
paper_mt_opd
31
hier_v1:et_instruct:b11d6270-aedb-4cf7-9785-cef161d04c63_248_398
vpmixed_20260516_full_comp
[ "et_instruct" ]
921b96f7ba076c101bd81c89278036867269d75963d08a3b044ca2d6f1876dc3
9c45ee9c78edca09e79e4c1ab6e401db441baaed741a10167502f1aedd492891
{"archetype":"tutorial","clip_duration_sec":150.0,"clip_end_sec":150,"clip_key":"b11d6270-aedb-4cf7-9785-cef161d04c63_248_398","clip_offset_sec":89,"clip_start_sec":89,"domain_l1":"engineering_maintenance","domain_l2":"auto_heavy_mechanical","event_end_sec":150,"event_start_sec":94,"experiment_frame_sampling":{"impleme...
vpmixed_20260516_full_comp:paper_mt_opd:train:32:a016fbade91bba77
sample_e165f68ada8b6ee5a4ff59e59b2784bdf723ba675b30f2bba016fbade91bba77
null
vpmixed_20260516_full_comp
et_instruct
[ "qehrCH2--xY" ]
relation
event_logic_predict_next
video
null
no_cot
null
null
null
Watch the following video carefully. It shows 2 consecutive steps of a continuous process. <video> Based on the actions shown in the video above, which of the following textual options describes the most logical next step? Options: A. A person pushes the dropped stitch back onto the left knitting needle. B. A person ...
[ { "role": "user", "content": "Watch the following video carefully. It shows 2 consecutive steps of a continuous process.\n\n<video>\n\nBased on the actions shown in the video above, which of the following textual options describes the most logical next step?\nOptions:\nA. A person pushes the dropped stitch ...
F
task_specific_string
null
[ { "media_id": "media_996ca20afcbdfe89cdacad1a", "source_dataset": "et_instruct", "source_video_id": "qehrCH2--xY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/qehrCH2--xY__dd988f7bbc4d/000133.jpg", "media/frames/logic/source_2fps/qehrCH2-...
train
paper_mt_opd
32
hier_v1:et_instruct:qehrCH2--xY
vpmixed_20260516_full_comp
[ "et_instruct" ]
cc6ad6f9f295599086980273a56a29ddb69fb64792f273262c813f369fb3d3ec
f67ab10ad4e4c53121b6a5fe4da9c10ddee905b978d3788d2723d7bfacbe28a9
{"clip_key":"qehrCH2--xY","context_ids":["Action 5.1","Action 5.2"],"correct_next_id":"Action 5.3","correct_text":"A person pulls the working yarn to tighten the new stitch.","distractors":["A person pushes the dropped stitch back onto the left knitting needle.","A person wraps the working yarn loosely around the left ...
vpmixed_20260516_full_comp:paper_mt_opd:train:33:d05e1c0f60a68f71
sample_31a7a2b00f62120fe3ea806cc7d1b088dc52f48110f5b2fdd05e1c0f60a68f71
null
vpmixed_20260516_full_comp
et_instruct
[ "pCcceO8B83U" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 27s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 27s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 8], [8, 9], [9, 12], [12, 15], [15, 18], [18, 21]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_6a1b74527bed4d6fd2029c6c", "source_dataset": "et_instruct", "source_video_id": "pCcceO8B83U", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/pCcceO8B83U__089990248159/000029.jpg", "media/frames/seg/source_2fps/pCcceO8B83U_...
train
paper_mt_opd
33
hier_v1:et_instruct:pCcceO8B83U
vpmixed_20260516_full_comp
[ "et_instruct" ]
7a30f005b5528e36adcbeb33d528f36c6efc3343ecc2ad0d4cf5594e0d5a20cc
18ec45edf159c7c586a76fcb6201b54e5706a7063e5dd9051fc4babd659b39c9
{"archetype":"tutorial","clip_duration_sec":228.019,"clip_end_sec":41,"clip_key":"pCcceO8B83U","clip_offset_sec":14,"clip_start_sec":14,"domain_l1":"culinary_food","domain_l2":"fine_grained_prep","event_end_sec":36,"event_start_sec":19,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_f...
vpmixed_20260516_full_comp:paper_mt_opd:train:34:2c782c6c562caf72
sample_8f4e73b6ae35be794808fbb2c3a18254f8405d8b4def5d462c782c6c562caf72
null
vpmixed_20260516_full_comp
et_instruct
[ "DSzAd9ZcF8w", "DSzAd9ZcF8w", "DSzAd9ZcF8w" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, observe the object s...
[ { "role": "user", "content": "The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\n\nDetermine the correct chronological order of these clips to reconstruct the origina...
231
task_specific_string
null
[ { "media_id": "media_281bf0e23cb3c135ac14a632", "source_dataset": "et_instruct", "source_video_id": "DSzAd9ZcF8w", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/DSzAd9ZcF8w__b8786aea6eea/000231.jpg", "media/frames/logic/source_2fps/DSzAd9Zc...
train
paper_mt_opd
34
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
4f8259a708b1b4e716e5e73b72b793bb54b0394def70c12b571b803a34e5a9c2
138d9e809e386a7b800791d1f664f56d1c55f3d1ba411b950862729bc486c5ce
{"clip_key":"DSzAd9ZcF8w","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:35:45b42aebec530c06
sample_e830726cc6675fa74c02ab5aa8319cbb0c0730b1a7271f2145b42aebec530c06
null
vpmixed_20260516_full_comp
et_instruct
[ "PFe-YrprkEQ", "PFe-YrprkEQ" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. A text overlay displays the list of ingredients and the cooking method for the vegetable fried rice 2. The host introduces the vegetable fried rice recipe, and a shot of the finished dish is shown 3...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. A text overlay displays the list of ingredients and the cooking method for the vegetable fried rice\n 2. The host introduces the vegetable fried rice recip...
A
choice_letter
null
[ { "media_id": "media_4b51d2449b0558f2cb4ada50", "source_dataset": "et_instruct", "source_video_id": "PFe-YrprkEQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/PFe-YrprkEQ__0888c3e2d1bb/000071.jpg", "media/frames/aot/source_2fps/PFe-YrprkEQ_...
train
paper_mt_opd
35
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
5a85f4e7d1e4dd074e5f096604de95bfd862be00b08ee36026bfb19f6a09b799
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":227.0,"annotation_path":"annotations/hier_v1/PFe-YrprkEQ.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":227.0,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/PFe-YrprkEQ","global_phase_criterion":"Eve...
vpmixed_20260516_full_comp:paper_mt_opd:train:36:28871a2cfe6ba0f4
sample_36b2bb7bc9203005cc9b953a0844b169584f08054ff9f7ba28871a2cfe6ba0f4
null
vpmixed_20260516_full_comp
et_instruct
[ "3GKykZ5zmqU", "3GKykZ5zmqU", "3GKykZ5zmqU" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, observe the object s...
[ { "role": "user", "content": "The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\n\nDetermine the correct chronological order of these clips to reconstruct the origina...
231
task_specific_string
null
[ { "media_id": "media_129c312d62c2ce690f059044", "source_dataset": "et_instruct", "source_video_id": "3GKykZ5zmqU", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/3GKykZ5zmqU__03399d68a8eb/000343.jpg", "media/frames/logic/source_2fps/3GKykZ5z...
train
paper_mt_opd
36
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
4f8259a708b1b4e716e5e73b72b793bb54b0394def70c12b571b803a34e5a9c2
138d9e809e386a7b800791d1f664f56d1c55f3d1ba411b950862729bc486c5ce
{"clip_key":"3GKykZ5zmqU","domain_l1":"culture_knowledge","domain_l2":"music_dance_theater","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_...
vpmixed_20260516_full_comp:paper_mt_opd:train:37:540de1fc1a1266f3
sample_392ccee9afef265d510084df17f3b63e18fca07b5310e666540de1fc1a1266f3
F8HLI
vpmixed_20260516_full_comp
llava_video
[ "F8HLI" ]
mcq
llava_mcq
video
null
no_cot
null
null
null
<video> What is the main activity of the person in the video? A. Using a black laptop B. Cleaning the room C. Watching television D. Talking on the phone Provide your answer (a single letter) inside <answer></answer> tags.
[ { "role": "user", "content": "<video>\nWhat is the main activity of the person in the video?\nA. Using a black laptop\nB. Cleaning the room\nC. Watching television\nD. Talking on the phone\n\nProvide your answer (a single letter) inside <answer></answer> tags." } ]
A
choice_letter
null
[ { "media_id": "media_7b19a6fdd31f226be2b4066c", "source_dataset": "llava_video", "source_video_id": "F8HLI", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/mcq/base_cache_2fps/F8HLI__c69d488c437f/000001.jpg", "media/frames/mcq/base_cache_2fps/F8HLI__c69d488c4...
train
paper_mt_opd
37
null
vpmixed_20260516_full_comp
[ "llava_video" ]
eb734ba1bdf73b27488ff88933236dcebddfad487296c13a81d1421b67dd25c8
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"data_source":"0_30_s_academic_v0_1","duration_bucket":"0_30_s","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cache_roots":["media/frames...
vpmixed_20260516_full_comp:paper_mt_opd:train:38:ec56fe7fbcd469cc
sample_1098edfde06fa933dbfbc23f8f840fb1647b024fab019493ec56fe7fbcd469cc
null
vpmixed_20260516_full_comp
et_instruct
[ "ef60OlNo9Y8", "ef60OlNo9Y8", "ef60OlNo9Y8", "ef60OlNo9Y8" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
2134
task_specific_string
null
[ { "media_id": "media_efd9be416c1d5a835d714aa6", "source_dataset": "et_instruct", "source_video_id": "ef60OlNo9Y8", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/ef60OlNo9Y8__ca4b41e125ef/000167.jpg", "media/frames/logic/source_2fps/ef60OlNo...
train
paper_mt_opd
38
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
daab3aa68185b677bd3c8d63f12e48eacb0851d98d635137e531fd579a452486
{"clip_key":"ef60OlNo9Y8","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:39:c32f754dd4a0da45
sample_98f93ac29788c019e0869817dceccf4cc88c37d367aa4f36c32f754dd4a0da45
null
vpmixed_20260516_full_comp
et_instruct
[ "v_vpvhtd7CqUA", "v_vpvhtd7CqUA" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A matador in a gold suit is knocked down by a bull. Then, Other matadors rush in to distract the bull from the fallen man. Next, Text appears on screen with a wh...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A matador in a gold suit is knocked down by a bull. Then, Other matadors rush in to distract the bull from the fal...
B
choice_letter
null
[ { "media_id": "media_0bca935c6e51604ecf4ccf07", "source_dataset": "et_instruct", "source_video_id": "v_vpvhtd7CqUA", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v_vpvhtd7CqUA__d416cedab52d/000339.jpg", "media/frames/aot/source_2fps/v_vpvhtd...
train
paper_mt_opd
39
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
378ca17498e06572f93cd91b18dfa3787492221c26f37bc900d76c886ca42ee3
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":213.167,"annotation_path":"annotations/hier_v1/v_vpvhtd7CqUA.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":213.167,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v_vpvhtd7CqUA","global_phase_criteri...
vpmixed_20260516_full_comp:paper_mt_opd:train:40:5674d9df7f52def5
sample_8915aff1ca6842be4dd194a4e45311dbd95101b361d863aa5674d9df7f52def5
null
vpmixed_20260516_full_comp
et_instruct
[ "2b47a061-e227-468a-9c83-e90ad1decbf0_95_245" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 150s video clip (timestamps 0 to 150), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 150s video clip (timestamps 0 to 150), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 17], [17, 29], [29, 51], [51, 64], [64, 88], [88, 150]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_9f87aaaa666cf0ac03cc64fc", "source_dataset": "et_instruct", "source_video_id": "2b47a061-e227-468a-9c83-e90ad1decbf0_95_245", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/2b47a061-e227-468a-9c83-e90ad1decbf0_95_245__b88581065e...
train
paper_mt_opd
40
hier_v1:et_instruct:2b47a061-e227-468a-9c83-e90ad1decbf0_95_245
vpmixed_20260516_full_comp
[ "et_instruct" ]
8782da3f33d0566e6842075998385bbc45a0a67f772ce82d292e6e0756ae2949
6965b31269dc5e667a5fa1cd9d4a58b2167d7af1eb59f3f71f74a21fe857d4bb
{"archetype":"tutorial","clip_duration_sec":150.0,"clip_key":"2b47a061-e227-468a-9c83-e90ad1decbf0_95_245","domain_l1":"lifestyle_creation","domain_l2":"crafts_diy","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec"...
vpmixed_20260516_full_comp:paper_mt_opd:train:41:67a111d1febebdb8
sample_f3f22282aa5fac1e734369eb8c906efc489d2796d7181be567a111d1febebdb8
null
vpmixed_20260516_full_comp
et_instruct
[ "oUwSn6vvvsM" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 186s video clip (timestamps 0 to 186), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 186s video clip (timestamps 0 to 186), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 26], [26, 70], [70, 98], [98, 128], [128, 154], [154, 186]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_d9ca68f35e328c400018d524", "source_dataset": "et_instruct", "source_video_id": "oUwSn6vvvsM", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/oUwSn6vvvsM__7d1635af0dd0/000001.jpg", "media/frames/seg/source_2fps/oUwSn6vvvsM_...
train
paper_mt_opd
41
hier_v1:et_instruct:oUwSn6vvvsM
vpmixed_20260516_full_comp
[ "et_instruct" ]
412d713110accb6425f5106931e6d798a892318d43b1bcf0b9bf3d4c10dcd918
a2513d711780732e16cd161721ee7dee43abe72ec047837d20052a5c81de6440
{"archetype":"tutorial","clip_duration_sec":186.5,"clip_key":"oUwSn6vvvsM","domain_l1":"culture_knowledge","domain_l2":"news_lecture_history","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"...
vpmixed_20260516_full_comp:paper_mt_opd:train:42:b78f09aeac9e8add
sample_dcff0f15ba0450ff6e2f1502fcdfd834c47107775b8d117eb78f09aeac9e8add
my|didemo|29954226@N00_4333381622_c9ebcd3742|lights come on
vpmixed_20260516_full_comp
timerft
[ "29954226@N00_4333381622_c9ebcd3742" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 0 - 5 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_5fcd5f58188c2a573c98335b", "source_dataset": "timerft", "source_video_id": "29954226@N00_4333381622_c9ebcd3742", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/29954226_N00_4333381622_c9ebcd3742__84bdc380ce84/000001.jpg", ...
train
paper_mt_opd
42
null
vpmixed_20260516_full_comp
[ "timerft" ]
ce7186962895ef3486e2775b731ce2c0a4fde66217964de1136584e779a1341a
414676a9f43cf3b2070fb322de68c09205ab36b9a05675fecf942dca125dc2f6
{"answer_format":"tgbench_natural_language_v1","dataset":"TimeRFT","difficulty":50.8,"duration":37.5375,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0...
vpmixed_20260516_full_comp:paper_mt_opd:train:43:a66583318d9a0584
sample_f5c69c4992ce4461fa0da877d42e2f179e436e536f8e2454a66583318d9a0584
null
vpmixed_20260516_full_comp
et_instruct
[ "-W-jcPqenak", "-W-jcPqenak", "-W-jcPqenak", "-W-jcPqenak", "-W-jcPqenak" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 5 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Clip 5: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For...
[ { "role": "user", "content": "The following 5 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\nClip 5: <video>\n\nDetermine the correct chronological order of thes...
24153
task_specific_string
null
[ { "media_id": "media_3f734b41d6642a2c7e198f71", "source_dataset": "et_instruct", "source_video_id": "-W-jcPqenak", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/-W-jcPqenak__b94bbdfdaa1d/000149.jpg", "media/frames/logic/source_2fps/-W-jcPqe...
train
paper_mt_opd
43
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
9f73c1dedf1ce0720c016c6c54f200755e80a5e9ffe12f2b96b036285514cbe7
2ecfd589ba4ad4cd33732a81de52aef4d53dcf0e96ceb9e02ee3c4b3419252aa
{"clip_key":"-W-jcPqenak","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:44:d80df2063f4d9db0
sample_fbe69f2b25ff6cf73e333751bc5a8246875873c316abf384d80df2063f4d9db0
null
vpmixed_20260516_full_comp
et_instruct
[ "MSvgdIOwJ4k", "MSvgdIOwJ4k" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. The woman makes decorative cones from yellow paper and a tip about traditional piñatas is shown 2. The woman paints the piñata shell blue and attaches the yellow cones 3. The woman adds more decorat...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. The woman makes decorative cones from yellow paper and a tip about traditional piñatas is shown\n 2. The woman paints the piñata shell blue and attaches th...
A
choice_letter
null
[ { "media_id": "media_cc0502d6444d42ef9b6c5d23", "source_dataset": "et_instruct", "source_video_id": "MSvgdIOwJ4k", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/MSvgdIOwJ4k__5410f2dface4/000205.jpg", "media/frames/aot/source_2fps/MSvgdIOwJ4k_...
train
paper_mt_opd
44
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
8242cf3b5b014228c8894d42db45e2e0aafc8d0ef5f0db413506ec6da96ac4b7
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":169.24,"annotation_path":"annotations/hier_v1/MSvgdIOwJ4k.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":169.24,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/MSvgdIOwJ4k","global_phase_criterion":"E...
vpmixed_20260516_full_comp:paper_mt_opd:train:45:6b251475f70067ce
sample_cededf0c167013e29cdf5820226652e2add175a03d2867c16b251475f70067ce
_WrjdMns5Vc::q0
vpmixed_20260516_full_comp
timelens
[ "_WrjdMns5Vc" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 1 - 3 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_572e90790a32458846a69daa", "source_dataset": "timelens", "source_video_id": "_WrjdMns5Vc", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/_WrjdMns5Vc__f422b811cde4/000001.jpg", "media/frames/tg/base_cache_2fps/_WrjdMns5...
train
paper_mt_opd
45
null
vpmixed_20260516_full_comp
[ "timelens" ]
ab6bc19fd6b1723aef4c1fc39014acd4166dd696bac5c8f51f60fb75d7265ee3
d7f8b4b993724c931e90ddebdcdc127d4d92019e2906c4c58bd2b6e6aa3cc484
{"answer_format":"tgbench_natural_language_v1","clip_key":"_WrjdMns5Vc","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":19.227541666666664,"duration_bucket":"[15,30)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,6...
vpmixed_20260516_full_comp:paper_mt_opd:train:46:0253122c93792e8e
sample_7cb2e0b71f8825257451c95c953fca56c2e45132e000aeb50253122c93792e8e
null
vpmixed_20260516_full_comp
et_instruct
[ "v_hP8wUI0qdaQ" ]
boundary
temporal_seg_hier_L1
video
1
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 162s video clip (timestamps 0 to 162), sampled at 1-2 fps. Segment the video into high-level phases using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the video for visual shot transitions — moments where the scene, camera angle, setting, or s...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 162s video clip (timestamps 0 to 162), sampled at 1-2 fps.\n\nSegment the video into high-level phases using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the video for visual shot transitions — mo...
<events>[[0, 27], [27, 63], [63, 121], [121, 162]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_cdf6fc868d9f441bbe49a003", "source_dataset": "et_instruct", "source_video_id": "v_hP8wUI0qdaQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/v_hP8wUI0qdaQ__ae5ea7045e41/000001.jpg", "media/frames/seg/source_2fps/v_hP8wUI...
train
paper_mt_opd
46
hier_v1:et_instruct:v_hP8wUI0qdaQ
vpmixed_20260516_full_comp
[ "et_instruct" ]
94bebe1fff0139b8e378428c6fb159b965e79e71630fd06fc5f9cf4dd7897a31
9d837b08fa3f23c6d332589bdb291270e295401c9e3a726d7703b6b101fc7646
{"archetype":"tutorial","clip_duration_sec":162.167,"clip_key":"v_hP8wUI0qdaQ","domain_l1":"sports_outdoors","domain_l2":"athletics_fitness","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"f...
vpmixed_20260516_full_comp:paper_mt_opd:train:47:ad2d339225a24a1d
sample_401ada8c914948812f78d2d1c94fe3a439c2e308b9fcd2c5ad2d339225a24a1d
null
vpmixed_20260516_full_comp
et_instruct
[ "_ClozwZ95eo", "_ClozwZ95eo" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A second arrow hits the 3D deer target. Then, The archer aims and releases an arrow from his bow. Next, A 3D deer target stands in a lush green forest. Finally, ...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A second arrow hits the 3D deer target. Then, The archer aims and releases an arrow from his bow. Next, A 3D deer ...
A
choice_letter
null
[ { "media_id": "media_9b0bf3be48c3ebedc952faaa", "source_dataset": "et_instruct", "source_video_id": "_ClozwZ95eo", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/ClozwZ95eo__d3afef031f62/000029.jpg", "media/frames/aot/source_2fps/ClozwZ95eo__d...
train
paper_mt_opd
47
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
454af64f379108996b025543a2d74ceb077cc1cbfd06bdf9d5ecf663d547c441
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":185.033,"annotation_path":"annotations/hier_v1/_ClozwZ95eo.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":185.033,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/_ClozwZ95eo","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:48:d0aad26a9579fd0d
sample_c93c1a3bbd7d635c24cd5ecec935fa40d9e01e56617b1c65d0aad26a9579fd0d
null
vpmixed_20260516_full_comp
et_instruct
[ "pljLQTkG2vg", "pljLQTkG2vg" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, Red robot feet are attached to a blue and white robot torso. Then, The fully assembled robot is shown from a wide angle. Next, A red and white robot is disassemb...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, Red robot feet are attached to a blue and white robot torso. Then, The fully assembled robot is shown from a wide ...
A
choice_letter
null
[ { "media_id": "media_088a382dbf704f035d8938f6", "source_dataset": "et_instruct", "source_video_id": "pljLQTkG2vg", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/pljLQTkG2vg__4dfae1808870/000295.jpg", "media/frames/aot/source_2fps/pljLQTkG2vg_...
train
paper_mt_opd
48
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
3fcfbcb9691e23a88d1a68399c7f02584054da41aa05a83ba2a5f419c3e1a69e
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":194.0,"annotation_path":"annotations/hier_v1/pljLQTkG2vg.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":194.0,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/pljLQTkG2vg","global_phase_criterion":"Eve...
vpmixed_20260516_full_comp:paper_mt_opd:train:49:60aedf64cba81cb8
sample_3b4266e0eab63e4c68f8c9e1fb1ed3b616c61a2bc8e02bdb60aedf64cba81cb8
0046-11919433184
vpmixed_20260516_full_comp
llava_video
[ "11919433184" ]
mcq
llava_mcq
video
null
no_cot
null
null
null
<video> What does the girl do after she picks up the ball near the start? Options: A. grab starfish. B. give ball to the lady. C. reach for ball. D. happy. E. reach hands out to catch. Provide your answer (a single letter) inside <answer></answer> tags.
[ { "role": "user", "content": "<video>\nWhat does the girl do after she picks up the ball near the start?\nOptions:\nA. grab starfish.\nB. give ball to the lady.\nC. reach for ball.\nD. happy.\nE. reach hands out to catch.\n\nProvide your answer (a single letter) inside <answer></answer> tags." } ]
B
choice_letter
null
[ { "media_id": "media_c332c495d166af2cc0de2763", "source_dataset": "llava_video", "source_video_id": "11919433184", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/mcq/base_cache_2fps/11919433184__b63fce4e8415/000001.jpg", "media/frames/mcq/base_cache_2fps/1191...
train
paper_mt_opd
49
null
vpmixed_20260516_full_comp
[ "llava_video" ]
6341720936e027ffedaea3a4c338284498c15dc43e37ba4f3716f074cc69fa7a
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"data_source":"1_2_m_nextqa","duration_bucket":"1_2_m","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cache_roots":["media/frames/mcq/base...
vpmixed_20260516_full_comp:paper_mt_opd:train:50:9065d90eb5322169
sample_ae880b42925e914fffa5ef9f0ce374fe26fc528f63cb75719065d90eb5322169
null
vpmixed_20260516_full_comp
et_instruct
[ "whQTcf6couY" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 28s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 28s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 8], [9, 13], [16, 19], [20, 22]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_fa3b4059f5077e9ca18ceb81", "source_dataset": "et_instruct", "source_video_id": "whQTcf6couY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/whQTcf6couY__f7f99b11a8ae/000107.jpg", "media/frames/seg/source_2fps/whQTcf6couY_...
train
paper_mt_opd
50
hier_v1:et_instruct:whQTcf6couY
vpmixed_20260516_full_comp
[ "et_instruct" ]
35e0b105b823bd8cf34b1a38ccafcfa0a8c74170075a859df3b67383048c36d6
9ed879e96adcc66672633b83131fa3e2d7338825240220fa68b018d63a265d88
{"archetype":"tutorial","clip_duration_sec":232.232,"clip_end_sec":81,"clip_key":"whQTcf6couY","clip_offset_sec":53,"clip_start_sec":53,"domain_l1":"sports_outdoors","domain_l2":"other","event_end_sec":76,"event_start_sec":58,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256...
vpmixed_20260516_full_comp:paper_mt_opd:train:51:84fe3e63463c0491
sample_2ac30502281dbea376ba50c43169b5207e41951c87ccfdea84fe3e63463c0491
57862612@N00_3601017197_804d6eed39::q4
vpmixed_20260516_full_comp
timelens
[ "57862612@N00_3601017197_804d6eed39" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 0 - 11 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_b9aad0eb551622804db432f1", "source_dataset": "timelens", "source_video_id": "57862612@N00_3601017197_804d6eed39", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/57862612_N00_3601017197_804d6eed39__82dbbf19535c/000001.jpg", ...
train
paper_mt_opd
51
null
vpmixed_20260516_full_comp
[ "timelens" ]
44dbb5ff154924ca802567ef403854609387ca8af7fc4d931b892bcb8dbfe4ec
7b49dcd5a83c7904d224dbd9737ca6ecee8169534363fccffa237c36899191c0
{"answer_format":"tgbench_natural_language_v1","clip_key":"57862612@N00_3601017197_804d6eed39","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":24.024,"duration_bucket":"[15,30)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":...
vpmixed_20260516_full_comp:paper_mt_opd:train:52:1a407f92bda8f6c9
sample_7d51b06df6548e23ccc8da3a7394ca09960a525b30c68db71a407f92bda8f6c9
null
vpmixed_20260516_full_comp
et_instruct
[ "d5hZB_rzNAk", "d5hZB_rzNAk" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, Woman holds a bottle of cleaning product and applies it to a cloth. Then, Woman stops scrubbing and talks to the camera, holding the cloth. Next, Woman scrubs th...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, Woman holds a bottle of cleaning product and applies it to a cloth. Then, Woman stops scrubbing and talks to the c...
B
choice_letter
null
[ { "media_id": "media_2e3683e795d64f6fd55ce6a9", "source_dataset": "et_instruct", "source_video_id": "d5hZB_rzNAk", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/d5hZB_rzNAk__64c9e701ffc5/000031.jpg", "media/frames/aot/source_2fps/d5hZB_rzNAk_...
train
paper_mt_opd
52
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
a8d766191cb2b151447a7a19459bc0273f9b49f536fffc703be914b698f2c8aa
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":81.448,"annotation_path":"annotations/hier_v1/d5hZB_rzNAk.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":81.448,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/d5hZB_rzNAk","global_phase_criterion":"E...
vpmixed_20260516_full_comp:paper_mt_opd:train:53:496ab39b67d59e98
sample_e9172baae0c92cec92b42bcbe861c14b6915f93ae8a4ce2a496ab39b67d59e98
null
vpmixed_20260516_full_comp
et_instruct
[ "wxZyEAOBNBg", "wxZyEAOBNBg", "wxZyEAOBNBg", "wxZyEAOBNBg", "wxZyEAOBNBg" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 5 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Clip 5: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For...
[ { "role": "user", "content": "The following 5 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\nClip 5: <video>\n\nDetermine the correct chronological order of thes...
43251
task_specific_string
null
[ { "media_id": "media_a2d88f3c38a10df273f0966f", "source_dataset": "et_instruct", "source_video_id": "wxZyEAOBNBg", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/wxZyEAOBNBg__016e52cae944/000341.jpg", "media/frames/logic/source_2fps/wxZyEAOB...
train
paper_mt_opd
53
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
9f73c1dedf1ce0720c016c6c54f200755e80a5e9ffe12f2b96b036285514cbe7
f52d5c7438b1df00a94a117feca85dd46a6369389cd48208aed06a18d30bb912
{"clip_key":"wxZyEAOBNBg","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:54:4e2fb87768ef785a
sample_f2ce1768ef141c16b4f781ec78f15b667edc61edfaef46034e2fb87768ef785a
null
vpmixed_20260516_full_comp
et_instruct
[ "_gFBMU0x_cQ" ]
relation
event_logic_predict_next
video
null
no_cot
null
null
null
Watch the following video carefully. It shows 2 consecutive steps of a continuous process. <video> Based on the actions shown in the video above, which of the following textual options describes the most logical next step? Options: A. The person places the unopened box back down onto the desk. B. A person stirs the m...
[ { "role": "user", "content": "Watch the following video carefully. It shows 2 consecutive steps of a continuous process.\n\n<video>\n\nBased on the actions shown in the video above, which of the following textual options describes the most logical next step?\nOptions:\nA. The person places the unopened box ...
E
task_specific_string
null
[ { "media_id": "media_4f8bd4c10009aa1947db1d16", "source_dataset": "et_instruct", "source_video_id": "_gFBMU0x_cQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/gFBMU0x_cQ__4ed429f44776/000019.jpg", "media/frames/logic/source_2fps/gFBMU0x_c...
train
paper_mt_opd
54
hier_v1:et_instruct:_gFBMU0x_cQ
vpmixed_20260516_full_comp
[ "et_instruct" ]
a47c9d5997911ebaaf871a01953de007ccc9a83036b734d8f2d6142353a537c3
a9f51566bd6705f7ea6ad54bb9deb449f795582d6529a0e22207b8981233ec58
{"clip_key":"_gFBMU0x_cQ","context_ids":["Action 2.2","Action 2.3"],"correct_next_id":"Action 2.4","correct_text":"The person opens the box and places the contents on the desk.","distractors":["The person places the unopened box back down onto the desk.","The person rips the front cover of the box completely off.","The...
vpmixed_20260516_full_comp:paper_mt_opd:train:55:ef2fbf18539e12f7
sample_e3dcb5166ba49a14d4668d5f61092095b06182b24b6e2245ef2fbf18539e12f7
null
vpmixed_20260516_full_comp
et_instruct
[ "88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289", "88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289", "88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289", "88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289", "88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 5 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Clip 5: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For...
[ { "role": "user", "content": "The following 5 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\nClip 5: <video>\n\nDetermine the correct chronological order of thes...
21543
task_specific_string
null
[ { "media_id": "media_862abab37a141aff58356928", "source_dataset": "et_instruct", "source_video_id": "88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289__db55a0...
train
paper_mt_opd
55
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
9f73c1dedf1ce0720c016c6c54f200755e80a5e9ffe12f2b96b036285514cbe7
24868390a289d04794950662ab84327f4d31d40dcc0ab07d0ae813f5b41bf742
{"clip_key":"88212ad4-c0f8-495e-9ad1-1f3071375ac1_139_289","domain_l1":"lifestyle_creation","domain_l2":"crafts_diy","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"...
vpmixed_20260516_full_comp:paper_mt_opd:train:56:cbdb934029172403
sample_676e858cd55fd75112d32eaa016bc169b10c0874b4825688cbdb934029172403
null
vpmixed_20260516_full_comp
et_instruct
[ "EvV8iut1nrw" ]
progression
seg_aot_action_v2t_3way
video
null
no_cot
null
null
null
<video> Watch the video clip carefully. Which paragraph best matches the temporal order observed in this video? A. First, A close-up shot shows the exposed radio post. Then, A hand turns the radio's tuning knob. Finally, A hand pulls the volume knob off the car radio. B. First, A hand pulls the volume knob off the ...
[ { "role": "user", "content": "<video>\n\nWatch the video clip carefully.\n\nWhich paragraph best matches the temporal order observed in this video?\n\nA. First, A close-up shot shows the exposed radio post. Then, A hand turns the radio's tuning knob. Finally, A hand pulls the volume knob off the car radio.\...
C
choice_letter
null
[ { "media_id": "media_159505d6fa99f4187a5bd4ef", "source_dataset": "et_instruct", "source_video_id": "EvV8iut1nrw", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/EvV8iut1nrw__c7be3bb1edec/000077.jpg", "media/frames/aot/source_2fps/EvV8iut1nrw_...
train
paper_mt_opd
56
hier_v1:et_instruct:EvV8iut1nrw
vpmixed_20260516_full_comp
[ "et_instruct" ]
21ad2decd2b292f72e33d843d6cd0132dbbe517703814188b3b3f23e07b44ea3
6b23c0d5f35d1b11f9b683f0b0a617355deb11277d91ae091d399c655b87940d
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":131.333,"annotation_path":"annotations/hier_v1/EvV8iut1nrw.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":131.333,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/EvV8iut1nrw","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:57:37adab8e126b506b
sample_d964c0ddfe304a0ad9592dc8c8309c91dfbae764b9bc675f37adab8e126b506b
Sgbo0LnJOCc::q1
vpmixed_20260516_full_comp
timelens
[ "Sgbo0LnJOCc" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 13 - 16 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_25bfa0c644f02e20d8cfa64b", "source_dataset": "timelens", "source_video_id": "Sgbo0LnJOCc", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/Sgbo0LnJOCc__36367e5a7979/000001.jpg", "media/frames/tg/base_cache_2fps/Sgbo0LnJO...
train
paper_mt_opd
57
null
vpmixed_20260516_full_comp
[ "timelens" ]
bd383e9996b2aa797db8e37d426451d09e96270db3f402384b8198a5a68e6298
e8df086fdbc461d392cd6ea84f37fbd8f9b22bd55c24ceb02d5b366508499f3c
{"answer_format":"tgbench_natural_language_v1","clip_key":"Sgbo0LnJOCc","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":46.291666666666664,"duration_bucket":"[45,60]","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,6...
vpmixed_20260516_full_comp:paper_mt_opd:train:58:05647f813342a24e
sample_5d4c4f920be02e0322e9fb76a2768b9aad36d70e43cb535005647f813342a24e
null
vpmixed_20260516_full_comp
et_instruct
[ "FqWSe858k3U", "FqWSe858k3U" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A skier moves through deep powder in low visibility. Then, A skier navigates a field of moguls down a slope. Next, A skier stands on a slope holding a pair of sk...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A skier moves through deep powder in low visibility. Then, A skier navigates a field of moguls down a slope. Next,...
A
choice_letter
null
[ { "media_id": "media_a008dde81e74c971377fc6a8", "source_dataset": "et_instruct", "source_video_id": "FqWSe858k3U", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/FqWSe858k3U__146862356133/000275.jpg", "media/frames/aot/source_2fps/FqWSe858k3U_...
train
paper_mt_opd
58
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
1cadd1f5fc5c64e4b99e6b33df76267f7fe7ff0d8e1dbcbb310780d2f48a0b4d
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":151.385,"annotation_path":"annotations/hier_v1/FqWSe858k3U.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":151.385,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/FqWSe858k3U","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:59:37b3b43ec8ebd2bd
sample_1d6195f9e20ce9ac240d7c1c63b9baa905dfb86a38edbe6437b3b43ec8ebd2bd
2y1QQWNZxZM::q4
vpmixed_20260516_full_comp
timelens
[ "2y1QQWNZxZM" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 3 - 9 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_bf4b130ad773fb1861262302", "source_dataset": "timelens", "source_video_id": "2y1QQWNZxZM", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/2y1QQWNZxZM__ba249246c64b/000001.jpg", "media/frames/tg/base_cache_2fps/2y1QQWNZx...
train
paper_mt_opd
59
null
vpmixed_20260516_full_comp
[ "timelens" ]
34b95452c7a36a795d8dee99421a4d2d2868feef6fd052de982a59a11ef5f28b
8a91db17273b18b7bcd181b4bfeecccb15d24ed80c3066a1e933ad7882fdadde
{"answer_format":"tgbench_natural_language_v1","clip_key":"2y1QQWNZxZM","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":33.06636666666667,"duration_bucket":"[30,45)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60...
vpmixed_20260516_full_comp:paper_mt_opd:train:60:2b29b96ae578583b
sample_f10f1f8019d7efe766aaa3f092573795c8217e5d7ebbba412b29b96ae578583b
null
vpmixed_20260516_full_comp
et_instruct
[ "L_CEOrwdrfo", "L_CEOrwdrfo" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A person cuts broccoli florets from the main head with a knife. Then, A person holds the broccoli stem and cuts off the hard bottom end. Next, A person dices the...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A person cuts broccoli florets from the main head with a knife. Then, A person holds the broccoli stem and cuts of...
A
choice_letter
null
[ { "media_id": "media_eec3debdb98e437a76690338", "source_dataset": "et_instruct", "source_video_id": "L_CEOrwdrfo", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/L_CEOrwdrfo__f5b6835afb6a/000057.jpg", "media/frames/aot/source_2fps/L_CEOrwdrfo_...
train
paper_mt_opd
60
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
164fb4f69b62255eaaccb65634079ba5f7917da7ccb0549f4635cc5ac0a44ec4
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":193.333,"annotation_path":"annotations/hier_v1/L_CEOrwdrfo.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":193.333,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/L_CEOrwdrfo","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:61:45ce15069e4494b9
sample_832f377c232a3ec075659944f0592f09404e9d2f327812fa45ce15069e4494b9
null
vpmixed_20260516_full_comp
et_instruct
[ "8_5l1a7sVnc", "8_5l1a7sVnc", "8_5l1a7sVnc", "8_5l1a7sVnc" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
3214
task_specific_string
null
[ { "media_id": "media_5153923664f99e178d78f221", "source_dataset": "et_instruct", "source_video_id": "8_5l1a7sVnc", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/8_5l1a7sVnc__e06634bc19c0/000283.jpg", "media/frames/logic/source_2fps/8_5l1a7s...
train
paper_mt_opd
61
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
1ef3f6149e99629350145bff101bfcef56a55432dcb23affcdc47fa77e91ab40
{"clip_key":"8_5l1a7sVnc","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:62:efd08d8c10d9b25c
sample_0065a9c7140ae0e475b5ede3ccefd4e405b42d420c7ee9d7efd08d8c10d9b25c
null
vpmixed_20260516_full_comp
et_instruct
[ "CzfVlrafGC8", "CzfVlrafGC8", "CzfVlrafGC8", "CzfVlrafGC8" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
1324
task_specific_string
null
[ { "media_id": "media_4319e5a0ccade652e468a244", "source_dataset": "et_instruct", "source_video_id": "CzfVlrafGC8", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/CzfVlrafGC8__e4bc8d1aa830/000033.jpg", "media/frames/logic/source_2fps/CzfVlraf...
train
paper_mt_opd
62
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
dd49477b0b970dde26d58606384cfedd0dc5740b719bffc06442e7d949849deb
{"clip_key":"CzfVlrafGC8","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:63:b96d251ed877e838
sample_04035dbe80193d34727598821a2d6b79e3174ef199ec0102b96d251ed877e838
null
vpmixed_20260516_full_comp
et_instruct
[ "v_2I9xymLVssI" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 41s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 41s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 8], [9, 14], [15, 16], [17, 25], [26, 32], [33, 36]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_8e15cbc5d6f2b4e143b2aa80", "source_dataset": "et_instruct", "source_video_id": "v_2I9xymLVssI", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/v_2I9xymLVssI__dac61e374987/000005.jpg", "media/frames/seg/source_2fps/v_2I9xym...
train
paper_mt_opd
63
hier_v1:et_instruct:v_2I9xymLVssI
vpmixed_20260516_full_comp
[ "et_instruct" ]
1c87f01b344bba72c56dfaaba24209f39d2860f77f4bc1ccf091025bd569a9ce
28fd7c8b2c794aee3b7caeb8f0e04346dc3d446f1540d971e52ddb5d03c8f88b
{"archetype":"tutorial","clip_duration_sec":215.333,"clip_end_sec":43,"clip_key":"v_2I9xymLVssI","clip_offset_sec":2,"clip_start_sec":2,"domain_l1":"culture_knowledge","domain_l2":"news_lecture_history","event_end_sec":38,"event_start_sec":7,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2",...
vpmixed_20260516_full_comp:paper_mt_opd:train:64:1d5f7e7463d85e6c
sample_0b24e863c088ff2ba40fb32da2bdc3da02c52ed3fc8c226a1d5f7e7463d85e6c
null
vpmixed_20260516_full_comp
et_instruct
[ "1w1B46U3h00", "1w1B46U3h00", "1w1B46U3h00" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, observe the object s...
[ { "role": "user", "content": "The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\n\nDetermine the correct chronological order of these clips to reconstruct the origina...
213
task_specific_string
null
[ { "media_id": "media_5852518788677794c7a1b2b0", "source_dataset": "et_instruct", "source_video_id": "1w1B46U3h00", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/1w1B46U3h00__270589d00e69/000081.jpg", "media/frames/logic/source_2fps/1w1B46U3...
train
paper_mt_opd
64
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
4f8259a708b1b4e716e5e73b72b793bb54b0394def70c12b571b803a34e5a9c2
d48ff4b2f68a10fd7c86f185a6ccede0dc0f2c48538d697cb33b6ada3f1e85db
{"clip_key":"1w1B46U3h00","domain_l1":"lifestyle_creation","domain_l2":"travel_scenery","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cach...
vpmixed_20260516_full_comp:paper_mt_opd:train:65:116e1b528508a87f
sample_99cae24725c3b04ff664d1ab73211c7b3e4b8007b82a6ff9116e1b528508a87f
null
vpmixed_20260516_full_comp
et_instruct
[ "TdVqRXI61iU" ]
progression
seg_aot_action_v2t_3way
video
null
no_cot
null
null
null
<video> Watch the video clip carefully. Which paragraph best matches the temporal order observed in this video? A. First, A woman speaks to the camera while looking down slightly. Then, Whisked eggs are poured from a glass bowl into a hot pan. Next, A woman looks down and to the side while speaking. After that, Butt...
[ { "role": "user", "content": "<video>\n\nWatch the video clip carefully.\n\nWhich paragraph best matches the temporal order observed in this video?\n\nA. First, A woman speaks to the camera while looking down slightly. Then, Whisked eggs are poured from a glass bowl into a hot pan. Next, A woman looks down ...
A
choice_letter
null
[ { "media_id": "media_bcfaa69d0def768ce505567d", "source_dataset": "et_instruct", "source_video_id": "TdVqRXI61iU", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/TdVqRXI61iU__107495f3f149/000189.jpg", "media/frames/aot/source_2fps/TdVqRXI61iU_...
train
paper_mt_opd
65
hier_v1:et_instruct:TdVqRXI61iU
vpmixed_20260516_full_comp
[ "et_instruct" ]
41eab41c86943af6692f2c45f22ee206182582d1212e035c1b9a908e751ab957
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":166.167,"annotation_path":"annotations/hier_v1/TdVqRXI61iU.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":166.167,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/TdVqRXI61iU","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:66:086c64b8a232ffce
sample_227294793ef22b45ea49c5d33cdb9017461a5db4d6b0936e086c64b8a232ffce
null
vpmixed_20260516_full_comp
et_instruct
[ "v_t0ajvfx6dgA", "v_t0ajvfx6dgA" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. A male sports anchor sits at a news desk and introduces the 'Game Changer' segment 2. A graphic title sequence for 'Game Changer' shows clips of a field hockey team playing Which clip (A or B) shows t...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. A male sports anchor sits at a news desk and introduces the 'Game Changer' segment\n 2. A graphic title sequence for 'Game Changer' shows clips of a field ...
B
choice_letter
null
[ { "media_id": "media_59e03aee1e9816a399e744b7", "source_dataset": "et_instruct", "source_video_id": "v_t0ajvfx6dgA", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v_t0ajvfx6dgA__03ab20289447/000025.jpg", "media/frames/aot/source_2fps/v_t0ajvf...
train
paper_mt_opd
66
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
23071dddad07a817a912788717c7554e51bce38df9ba535edc19aa6dcb90e3aa
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":147.333,"annotation_path":"annotations/hier_v1/v_t0ajvfx6dgA.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":147.333,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v_t0ajvfx6dgA","global_phase_criteri...
vpmixed_20260516_full_comp:paper_mt_opd:train:67:502ae98cc7c48111
sample_a64d7ff75c994242e5e082dfa7c7c7dec4f0b9dea3b0ff5e502ae98cc7c48111
null
vpmixed_20260516_full_comp
et_instruct
[ "073e1ddd-3b49-4f1e-8d4d-134cd7ba9d31_301_451", "073e1ddd-3b49-4f1e-8d4d-134cd7ba9d31_301_451", "073e1ddd-3b49-4f1e-8d4d-134cd7ba9d31_301_451" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, observe the object s...
[ { "role": "user", "content": "The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\n\nDetermine the correct chronological order of these clips to reconstruct the origina...
132
task_specific_string
null
[ { "media_id": "media_f8254182137090b2aad6bb09", "source_dataset": "et_instruct", "source_video_id": "073e1ddd-3b49-4f1e-8d4d-134cd7ba9d31_301_451", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/073e1ddd-3b49-4f1e-8d4d-134cd7ba9d31_301_451__ebded9...
train
paper_mt_opd
67
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
4f8259a708b1b4e716e5e73b72b793bb54b0394def70c12b571b803a34e5a9c2
dbb1ded63bc70732626c5dfe6c7f50ced3d560e970f30b15335ac290358748f6
{"clip_key":"073e1ddd-3b49-4f1e-8d4d-134cd7ba9d31_301_451","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":n...
vpmixed_20260516_full_comp:paper_mt_opd:train:68:c80121d0011765c5
sample_0f439e89d27c100637c5592fafb4d880d1e47a0600572400c80121d0011765c5
56357478@N08_5624600995_25587c823b::q1
vpmixed_20260516_full_comp
timelens
[ "56357478@N08_5624600995_25587c823b" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 11 - 14 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_0db4dc81ddd905ad133639a5", "source_dataset": "timelens", "source_video_id": "56357478@N08_5624600995_25587c823b", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/56357478_N08_5624600995_25587c823b__cd034f3589db/000001.jpg", ...
train
paper_mt_opd
68
null
vpmixed_20260516_full_comp
[ "timelens" ]
2bfb31604830e950c9923e133601c37027994146eec8fbee8bdc842802456c61
f42734e92a90b3deacad2531abf000c780d8c6ebf7d9e70840ded85accc1d91b
{"answer_format":"tgbench_natural_language_v1","clip_key":"56357478@N08_5624600995_25587c823b","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":39.57286666666667,"duration_bucket":"[30,45)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":25...
vpmixed_20260516_full_comp:paper_mt_opd:train:69:8ad8deaa6c622733
sample_b3645f700e334ecf48859059935e7ce7024e051b9d20b7978ad8deaa6c622733
fTMdP47Hpsw::q3
vpmixed_20260516_full_comp
timelens
[ "fTMdP47Hpsw" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 1 - 6 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_b50dfa569132c7165a225905", "source_dataset": "timelens", "source_video_id": "fTMdP47Hpsw", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/fTMdP47Hpsw__34c40b0a2080/000001.jpg", "media/frames/tg/base_cache_2fps/fTMdP47Hp...
train
paper_mt_opd
69
null
vpmixed_20260516_full_comp
[ "timelens" ]
c8c53af991eb000853a980e8fd5fdc28a0d84ea094620c4fe5683966a8e6b04f
c6db27f8243582adc72336bd53ae43cec65563bb1d0200be8d3c1a34375dc801
{"answer_format":"tgbench_natural_language_v1","clip_key":"fTMdP47Hpsw","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":25.3,"duration_bucket":"[15,30)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","ru...
vpmixed_20260516_full_comp:paper_mt_opd:train:70:a277ec5ce5e29ddf
sample_a9f54ac3e4366331c1f2d14dcd5c48737b240141d8ebc9b4a277ec5ce5e29ddf
my|cosmo|ikkYNca65kQ|Jess, wearing a hat, greets his audience in a kitchen.
vpmixed_20260516_full_comp
timerft
[ "ikkYNca65kQ" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 0 - 11 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_da9703cf04f107a8414c5249", "source_dataset": "timerft", "source_video_id": "ikkYNca65kQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/ikkYNca65kQ__28b6906dc640/000001.jpg", "media/frames/tg/base_cache_2fps/ikkYNca65k...
train
paper_mt_opd
70
null
vpmixed_20260516_full_comp
[ "timerft" ]
1287d1ff2369af290da0d11f4d037670684073cc87d674385e510005dde0b97c
7b49dcd5a83c7904d224dbd9737ca6ecee8169534363fccffa237c36899191c0
{"answer_format":"tgbench_natural_language_v1","dataset":"TimeRFT","difficulty":42.45454545454545,"duration":127.16666666666667,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_...
vpmixed_20260516_full_comp:paper_mt_opd:train:71:8ab4ff91ea51d84e
sample_b87f61a4cf7fbf7e8dec34a2329c220c4875476ec4d2455f8ab4ff91ea51d84e
null
vpmixed_20260516_full_comp
et_instruct
[ "ENrGXsI5Cww" ]
boundary
temporal_seg_hier_L1
video
1
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 197s video clip (timestamps 0 to 197), sampled at 1-2 fps. Segment the video into high-level phases using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the video for visual shot transitions — moments where the scene, camera angle, setting, or s...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 197s video clip (timestamps 0 to 197), sampled at 1-2 fps.\n\nSegment the video into high-level phases using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the video for visual shot transitions — mo...
<events>[[0, 113], [113, 129], [129, 197]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_3691110b0c5fad35c743ba88", "source_dataset": "et_instruct", "source_video_id": "ENrGXsI5Cww", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/ENrGXsI5Cww__0a3e20ef0fea/000001.jpg", "media/frames/seg/source_2fps/ENrGXsI5Cww_...
train
paper_mt_opd
71
hier_v1:et_instruct:ENrGXsI5Cww
vpmixed_20260516_full_comp
[ "et_instruct" ]
a281e64cd3ca7044a826eaf395a488bf2047dbdc1bcacf2d13aa2e09bd0e21e1
ae48d863d295eef45738010e6676b4f5c7c8ab28a37e7e55f629aee753ef71cd
{"archetype":"tutorial","clip_duration_sec":197.5,"clip_key":"ENrGXsI5Cww","domain_l1":"culinary_food","domain_l2":"fine_grained_prep","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1....
vpmixed_20260516_full_comp:paper_mt_opd:train:72:f1cbe2caecf2775e
sample_c73c0c0ed6ee1ade0a412a6f30b530965c1723f00fc3cd34f1cbe2caecf2775e
null
vpmixed_20260516_full_comp
et_instruct
[ "-9YRqcF6fdQ" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 102s video clip (timestamps 0 to 102), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 102s video clip (timestamps 0 to 102), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 4], [4, 34], [34, 38], [38, 46], [46, 56], [56, 68], [68, 78], [78, 85], [85, 99], [99, 102]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_d1732f9916066c4095abaf03", "source_dataset": "et_instruct", "source_video_id": "-9YRqcF6fdQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/-9YRqcF6fdQ__fb7fa03de1e3/000001.jpg", "media/frames/seg/source_2fps/-9YRqcF6fdQ_...
train
paper_mt_opd
72
hier_v1:et_instruct:-9YRqcF6fdQ
vpmixed_20260516_full_comp
[ "et_instruct" ]
d9cf766115c4fd99fd1c58cfd7e02e9b75d26ef0f40e7f414fbeb3f3eb744504
6f3a38190d629cdf19b8d9ea934579b79332ca423536a6224084fae9049353ae
{"archetype":"tutorial","clip_duration_sec":102.333,"clip_key":"-9YRqcF6fdQ","domain_l1":"lifestyle_creation","domain_l2":"crafts_diy","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1....
vpmixed_20260516_full_comp:paper_mt_opd:train:73:8764f6f3478e9c1b
sample_b22b1aba4744155095e520fdac443050267a3e00ff434c268764f6f3478e9c1b
null
vpmixed_20260516_full_comp
et_instruct
[ "LBrqs0ot-0c", "LBrqs0ot-0c" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. The woman returns to the screen to give a concluding message for the video 2. A static shot shows the finished chocolate-covered macadamia nuts arranged in a clear plastic container Which clip (A or B...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. The woman returns to the screen to give a concluding message for the video\n 2. A static shot shows the finished chocolate-covered macadamia nuts arranged ...
A
choice_letter
null
[ { "media_id": "media_6fe892366d23df3a143e6e8b", "source_dataset": "et_instruct", "source_video_id": "LBrqs0ot-0c", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/LBrqs0ot-0c__496dff534f71/000269.jpg", "media/frames/aot/source_2fps/LBrqs0ot-0c_...
train
paper_mt_opd
73
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
ebb66533cc9b6460630d35bc822ad7f0679d74c110ba8e5f8c712e1d6086a110
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":142.625,"annotation_path":"annotations/hier_v1/LBrqs0ot-0c.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":142.625,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/LBrqs0ot-0c","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:74:8d2bb9ec67200ce5
sample_ef908db05fa6236873d9f2337c58d678ecd4fc3f222364608d2bb9ec67200ce5
null
vpmixed_20260516_full_comp
et_instruct
[ "oLEO_9NU5ho" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 124s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are ...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 124s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angl...
<events>[[5, 10], [11, 24], [25, 33], [46, 58], [61, 68], [73, 99], [100, 115]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_77513be5f1bf7e49bacc3e6e", "source_dataset": "et_instruct", "source_video_id": "oLEO_9NU5ho", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/oLEO_9NU5ho__94bd48033790/000147.jpg", "media/frames/seg/source_2fps/oLEO_9NU5ho_...
train
paper_mt_opd
74
hier_v1:et_instruct:oLEO_9NU5ho
vpmixed_20260516_full_comp
[ "et_instruct" ]
8680d0bd222c457f937688b48d552033b117c42655910e5fcb9d98cfbfcff737
700732b057f28761267b2425d46ae0547fcc42931af6abf9e3dfd21b6d15365b
{"archetype":"tutorial","clip_duration_sec":214.167,"clip_end_sec":197,"clip_key":"oLEO_9NU5ho","clip_offset_sec":73,"clip_start_sec":73,"domain_l1":"engineering_maintenance","domain_l2":"electronics_gadgets","event_end_sec":192,"event_start_sec":78,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_ca...
vpmixed_20260516_full_comp:paper_mt_opd:train:75:aeacc1793dc21fc0
sample_5064ac0fee1a8b7518c02122790bc3255856c09f8d7bcb59aeacc1793dc21fc0
null
vpmixed_20260516_full_comp
et_instruct
[ "sZczb309cVk", "sZczb309cVk", "sZczb309cVk", "sZczb309cVk" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
2413
task_specific_string
null
[ { "media_id": "media_d32ac05785ed52a8321ed31b", "source_dataset": "et_instruct", "source_video_id": "sZczb309cVk", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/sZczb309cVk__66bfcf2de3ef/000201.jpg", "media/frames/logic/source_2fps/sZczb309...
train
paper_mt_opd
75
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
bcf1b6a7a986e20e0ff021f9127b89b84d3ac8b62de745a59cf905afffe36997
{"clip_key":"sZczb309cVk","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:76:46525ed7924143cb
sample_4c4351a64b356fe59c6e553feb354f1b537f6408d6a6b54846525ed7924143cb
my|cosmo|hgYiJDtzQjY|A person adds a red liquid to a bowl, mixing it to achieve a gooey slime texture through trial and error, adding the liquid gradually until desired.
vpmixed_20260516_full_comp
timerft
[ "hgYiJDtzQjY" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 66 - 99 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_732cebf09ae6397c2a87b4a7", "source_dataset": "timerft", "source_video_id": "hgYiJDtzQjY", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/hgYiJDtzQjY__63062414e78c/000001.jpg", "media/frames/tg/base_cache_2fps/hgYiJDtzQj...
train
paper_mt_opd
76
null
vpmixed_20260516_full_comp
[ "timerft" ]
1b1a9780eda130e672f8c9617bbb4ccf201077b7ec495d13b1c0635bba6e847d
ded178dc2a8ff0b249b2a3864f281737b60215ade7622277a96c9e82ff8766a4
{"answer_format":"tgbench_natural_language_v1","dataset":"TimeRFT","difficulty":37.4489332728098,"duration":122.95616666666668,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_s...
vpmixed_20260516_full_comp:paper_mt_opd:train:77:06f1a85f6fdf2168
sample_1557ee3a764a0277608e3ae5bcb4d9f521fc6a002e99b10606f1a85f6fdf2168
null
vpmixed_20260516_full_comp
et_instruct
[ "onVuIe5S0ek" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 89s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 89s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 16], [17, 19], [20, 34], [35, 37], [38, 57], [58, 60], [61, 79], [80, 84]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_b0e7e500617aac0d70c993de", "source_dataset": "et_instruct", "source_video_id": "onVuIe5S0ek", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/onVuIe5S0ek__08a4011ee354/000041.jpg", "media/frames/seg/source_2fps/onVuIe5S0ek_...
train
paper_mt_opd
77
hier_v1:et_instruct:onVuIe5S0ek
vpmixed_20260516_full_comp
[ "et_instruct" ]
baed6df409082a838f9c3e652a6ca9c3fbd43152fb8503234682b662b626aa3f
c8d2ff39345403376fb14d7b51184a661e7748c60231239dd046f6caefb24c1f
{"archetype":"tutorial","clip_duration_sec":201.827,"clip_end_sec":109,"clip_key":"onVuIe5S0ek","clip_offset_sec":20,"clip_start_sec":20,"domain_l1":"culinary_food","domain_l2":"composition_assembly","event_end_sec":104,"event_start_sec":25,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","...
vpmixed_20260516_full_comp:paper_mt_opd:train:78:7e4a9c9c46c09326
sample_0259b4e79f3389d19e0d5e8945f0b671f1d5d0c303cd49fb7e4a9c9c46c09326
null
vpmixed_20260516_full_comp
et_instruct
[ "9mUG46daZz4" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 81s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 81s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 8], [9, 17], [18, 47], [48, 49], [50, 58], [59, 72], [73, 76]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_7440df4be6667b95aa7d6462", "source_dataset": "et_instruct", "source_video_id": "9mUG46daZz4", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/9mUG46daZz4__71a7dd1a97dc/000137.jpg", "media/frames/seg/source_2fps/9mUG46daZz4_...
train
paper_mt_opd
78
hier_v1:et_instruct:9mUG46daZz4
vpmixed_20260516_full_comp
[ "et_instruct" ]
ba237165d998aab326297e82326581e5720c49c339a2b8446c180b643a80b929
5f473249870ea96b61438f93b621da8bbd95fb550913acc93258c55c004d75ac
{"archetype":"tutorial","clip_duration_sec":180.92,"clip_end_sec":149,"clip_key":"9mUG46daZz4","clip_offset_sec":68,"clip_start_sec":68,"domain_l1":"culture_knowledge","domain_l2":"news_lecture_history","event_end_sec":144,"event_start_sec":73,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2...
vpmixed_20260516_full_comp:paper_mt_opd:train:79:6c47cc1d1d00ca42
sample_a192b6966207c9bc4d263b546af9ef72263276bc613c235e6c47cc1d1d00ca42
null
vpmixed_20260516_full_comp
et_instruct
[ "kYF1CxhLmf4", "kYF1CxhLmf4" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. The video opens with an animated logo and title card for 'eHow food' 2. A chef introduces himself and the topic of the video in a professional kitchen setting 3. The chef cuts off the top crown and ...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. The video opens with an animated logo and title card for 'eHow food'\n 2. A chef introduces himself and the topic of the video in a professional kitchen se...
A
choice_letter
null
[ { "media_id": "media_00263ffb82b0b28e53b002f6", "source_dataset": "et_instruct", "source_video_id": "kYF1CxhLmf4", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/kYF1CxhLmf4__8b5ed70b81dc/000001.jpg", "media/frames/aot/source_2fps/kYF1CxhLmf4_...
train
paper_mt_opd
79
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
702eb3ae7ed10a4397502c1b96f66b0a841b23acd2499465c360edde76e48744
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":119.875,"annotation_path":"annotations/hier_v1/kYF1CxhLmf4.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":119.875,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/kYF1CxhLmf4","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:80:a7809902daf82630
sample_dbd048dbcb89fb5493934ca30856e45496ce0f3d21860926a7809902daf82630
2Hb6BjbBONg
vpmixed_20260516_full_comp
llava_video
[ "ytb_2Hb6BjbBONg" ]
mcq
llava_mcq
video
null
no_cot
null
null
null
<video> What is the initial setting of the video? A. A sunny beach B. A dark, ominous sky over a flat landscape C. A bustling cityscape D. A snowy mountain range Provide your answer (a single letter) inside <answer></answer> tags.
[ { "role": "user", "content": "<video>\nWhat is the initial setting of the video?\nA. A sunny beach\nB. A dark, ominous sky over a flat landscape\nC. A bustling cityscape\nD. A snowy mountain range\n\nProvide your answer (a single letter) inside <answer></answer> tags." } ]
B
choice_letter
null
[ { "media_id": "media_5c9878519d3e5b67dc43fcbc", "source_dataset": "llava_video", "source_video_id": "ytb_2Hb6BjbBONg", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/mcq/base_cache_2fps/ytb_2Hb6BjbBONg__ca504b921d04/000001.jpg", "media/frames/mcq/base_cache_2...
train
paper_mt_opd
80
null
vpmixed_20260516_full_comp
[ "llava_video" ]
74ee7e90b24a9f0e6a886b2f8a9bab9cebfdf5233bd0530849ce4c5a1e862a95
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"data_source":"2_3_m_youtube_v0_1","duration_bucket":"2_3_m","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cache_roots":["media/frames/mc...
vpmixed_20260516_full_comp:paper_mt_opd:train:81:68c0e07de51b6e1a
sample_9822f555a4bf7fc2c34aa15f83b57342fe120fc2b38482bf68c0e07de51b6e1a
my|cosmo|ROs7V7_JJM8|The video demonstrates cooking Mongolian Beef: cook beef, set aside, then heat sauce with garlic and sugar, add beef, caramelize, and serve with scallions and sesame oil.
vpmixed_20260516_full_comp
timerft
[ "ROs7V7_JJM8" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 49 - 82 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_fa3d06d79c727dbaab11a1a4", "source_dataset": "timerft", "source_video_id": "ROs7V7_JJM8", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/ROs7V7_JJM8__95327b8cc12d/000001.jpg", "media/frames/tg/base_cache_2fps/ROs7V7_JJM...
train
paper_mt_opd
81
null
vpmixed_20260516_full_comp
[ "timerft" ]
6c29334dfab313116cf4eb717ec9bb0f2a32f0d2bee115056d09f060ae4f0329
b4606ff0ebd46a670a3862fb9702a9f5150e0cfcfdcee112b77b3c17078f4f5f
{"answer_format":"tgbench_natural_language_v1","dataset":"TimeRFT","difficulty":50.76923076923077,"duration":98.1981,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"...
vpmixed_20260516_full_comp:paper_mt_opd:train:82:ed480b8ed23c9369
sample_1d1d6688aed08d71cb50ba7e604e1482031f12a18b63f689ed480b8ed23c9369
57862612@N00_2594960270_ab2182c115::q4
vpmixed_20260516_full_comp
timelens
[ "57862612@N00_2594960270_ab2182c115" ]
tg
temporal_grounding
video
null
no_cot
null
null
null
<video> Please find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seconds. Now I will give you the textual senten...
[ { "role": "user", "content": "<video>\nPlease find the visual event described by a sentence in the video, determining its starting and ending times. The format should be: 'The event happens in the start time - end time seconds'. For example: The event 'person turn a light on' happens in the 24.3 - 30.4 seco...
The event happens in the 24 - 27 seconds.
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_d0ab7e24bd60c5cc65cb1e43", "source_dataset": "timelens", "source_video_id": "57862612@N00_2594960270_ab2182c115", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/tg/base_cache_2fps/57862612_N00_2594960270_ab2182c115__eba337cadf2f/000001.jpg", ...
train
paper_mt_opd
82
null
vpmixed_20260516_full_comp
[ "timelens" ]
83968d118bd256a9d1c7212d1bf0fb07801eb7f8f8bb067654102f9008851b76
351d2bfe5b13bdacd7fe7cc8e6f25f7bb9d8cbec931251b0f8cc779e68fe41d7
{"answer_format":"tgbench_natural_language_v1","clip_key":"57862612@N00_2594960270_ab2182c115","curation_source":"timelens_short_qwen3vl_roll8","dataset":"TimeLens-100K","duration":28.028000000000002,"duration_bucket":"[15,30)","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":2...
vpmixed_20260516_full_comp:paper_mt_opd:train:83:e85e703c4a1399ef
sample_37cf1862d9dbc221ba66d5b7cce373adea3160148e5ddadfe85e703c4a1399ef
null
vpmixed_20260516_full_comp
et_instruct
[ "RgqgQGu_qNo" ]
boundary
temporal_seg_hier_L1
video
1
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 129s video clip (timestamps 0 to 129), sampled at 1-2 fps. Segment the video into high-level phases using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the video for visual shot transitions — moments where the scene, camera angle, setting, or s...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 129s video clip (timestamps 0 to 129), sampled at 1-2 fps.\n\nSegment the video into high-level phases using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the video for visual shot transitions — mo...
<events>[[0, 28], [28, 50], [50, 86], [86, 129]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_61be116263d79f3c5002d61d", "source_dataset": "et_instruct", "source_video_id": "RgqgQGu_qNo", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/RgqgQGu_qNo__0ecdd33ef038/000001.jpg", "media/frames/seg/source_2fps/RgqgQGu_qNo_...
train
paper_mt_opd
83
hier_v1:et_instruct:RgqgQGu_qNo
vpmixed_20260516_full_comp
[ "et_instruct" ]
4d749fb34aafcfbaa3528bd71406306839c8a93bef9b22b6628abaea42561128
0379f831c6c1511ee43ab6f4d1c2ded29e4e607ce626572e005f1fbf1169555f
{"archetype":"tutorial","clip_duration_sec":129.333,"clip_key":"RgqgQGu_qNo","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fp...
vpmixed_20260516_full_comp:paper_mt_opd:train:84:468363a0977c7ac8
sample_c8287208f1fb4f5d431cad81b38f0747e993cf51b972c89d468363a0977c7ac8
null
vpmixed_20260516_full_comp
et_instruct
[ "v_vH9gqDUaBQ0", "v_vH9gqDUaBQ0" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. Back on the beach, the man gives his concluding remarks with the capsized boat behind him 2. A final montage shows the man sailing, followed by a concluding commentary on the beach 3. The video ends...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. Back on the beach, the man gives his concluding remarks with the capsized boat behind him\n 2. A final montage shows the man sailing, followed by a conclud...
A
choice_letter
null
[ { "media_id": "media_ea05502fec10825b31a38e91", "source_dataset": "et_instruct", "source_video_id": "v_vH9gqDUaBQ0", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v_vH9gqDUaBQ0__3931565c04d9/000371.jpg", "media/frames/aot/source_2fps/v_vH9gqD...
train
paper_mt_opd
84
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
d8805f34d1603548e4846eb7ccda782296b016d034d4001275b5c5ac0e857578
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":213.833,"annotation_path":"annotations/hier_v1/v_vH9gqDUaBQ0.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":213.833,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v_vH9gqDUaBQ0","global_phase_criteri...
vpmixed_20260516_full_comp:paper_mt_opd:train:85:76031d4e120edfd7
sample_3ff44014a490746fa59842f87f481518fd8ed4392b635ea276031d4e120edfd7
null
vpmixed_20260516_full_comp
et_instruct
[ "nCYg3_StBDQ", "nCYg3_StBDQ" ]
relation
event_logic_fill_blank
video
null
no_cot
null
null
null
Watch the following process carefully. The sequence has a [MISSING] step. Context Sequence: Step 1: <video> Step 2: [MISSING] Step 3: <video> Based on the chronological visual content, pick the correct textual option to fill in the [MISSING] step. Options: A. Abstract light flares move across a dark background. B. Blo...
[ { "role": "user", "content": "Watch the following process carefully. The sequence has a [MISSING] step.\nContext Sequence:\nStep 1: <video>\nStep 2: [MISSING]\nStep 3: <video>\n\nBased on the chronological visual content, pick the correct textual option to fill in the [MISSING] step.\nOptions:\nA. Abstract ...
C
task_specific_string
null
[ { "media_id": "media_a67484a2be23d3db582a410d", "source_dataset": "et_instruct", "source_video_id": "nCYg3_StBDQ", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/nCYg3_StBDQ__3bf2cb86497e/000161.jpg", "media/frames/logic/source_2fps/nCYg3_St...
train
paper_mt_opd
85
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
6c6903c1a0135a15eb988b6d1511eda308e883f915eb4a59cb8805637ca9e360
6b23c0d5f35d1b11f9b683f0b0a617355deb11277d91ae091d399c655b87940d
{"after_ids":["Action 3.5"],"before_ids":["Action 3.3"],"clip_key":"nCYg3_StBDQ","correct_text":"Leans close to the mannequin's face to check for breathing","distractors":["Blows forcefully into the mannequin's mouth to deliver a rescue breath","Places hands on the mannequin's sternum to begin chest compressions","Shak...
vpmixed_20260516_full_comp:paper_mt_opd:train:86:1289ed535d7ea21b
sample_163a0ea9664a4681907b747cd7770f6cda1d87ea9f44ef321289ed535d7ea21b
null
vpmixed_20260516_full_comp
et_instruct
[ "pbfaIwVo3ik", "pbfaIwVo3ik", "pbfaIwVo3ik", "pbfaIwVo3ik" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
4321
task_specific_string
null
[ { "media_id": "media_63981b3b19c3e8e5b7a34b45", "source_dataset": "et_instruct", "source_video_id": "pbfaIwVo3ik", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/pbfaIwVo3ik__eaa1d69cb97d/000067.jpg", "media/frames/logic/source_2fps/pbfaIwVo...
train
paper_mt_opd
86
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
fe2592b42a727e977f055947385b709cc82b16b9a87f88c6abf3900d65d0cdc3
{"clip_key":"pbfaIwVo3ik","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:87:6f980ae66900c2df
sample_6c311514d28a9b11d96c6505252025441a76e893c98c29ab6f980ae66900c2df
null
vpmixed_20260516_full_comp
et_instruct
[ "oPSyUlSYr6Q", "oPSyUlSYr6Q" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. The chef adds the strained marinade to the pot, covers it, and places it in the oven to braise 2. The chef sears the floured chicken in a hot pot, then removes it and sautés bacon, mushrooms, and onion...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. The chef adds the strained marinade to the pot, covers it, and places it in the oven to braise\n 2. The chef sears the floured chicken in a hot pot, then r...
A
choice_letter
null
[ { "media_id": "media_e7e3b36d1852dea7d0ece79a", "source_dataset": "et_instruct", "source_video_id": "oPSyUlSYr6Q", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/oPSyUlSYr6Q__a57c9e2161c0/000293.jpg", "media/frames/aot/source_2fps/oPSyUlSYr6Q_...
train
paper_mt_opd
87
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
64635d842b188936b37ab1e7b19675557cd6a55e1500b56c6a33761307dd2a82
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":206.167,"annotation_path":"annotations/hier_v1/oPSyUlSYr6Q.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":206.167,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/oPSyUlSYr6Q","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:88:6f31afd69619721e
sample_df716e2f7a101773bc27038e176aa587a5da77f828a102526f31afd69619721e
null
vpmixed_20260516_full_comp
et_instruct
[ "v_y0VZOcxbjRM" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 21s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 21s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[0, 2], [5, 12], [13, 16]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_9e15f9c1064b1803d68fba8a", "source_dataset": "et_instruct", "source_video_id": "v_y0VZOcxbjRM", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/v_y0VZOcxbjRM__385ada4fbecb/000001.jpg", "media/frames/seg/source_2fps/v_y0VZOc...
train
paper_mt_opd
88
hier_v1:et_instruct:v_y0VZOcxbjRM
vpmixed_20260516_full_comp
[ "et_instruct" ]
af789ed3bdbd20c300920ef472b2c468838141c509be1620b0659a7eafe9b822
90cd55a3a310b070723140f99d73acd5a42bcb11e7a2bbafc918db6ff84caa1a
{"archetype":"tutorial","clip_duration_sec":76.333,"clip_end_sec":21,"clip_key":"v_y0VZOcxbjRM","clip_offset_sec":0,"clip_start_sec":0,"domain_l1":"sports_outdoors","domain_l2":"other","event_end_sec":16,"event_start_sec":0,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"...
vpmixed_20260516_full_comp:paper_mt_opd:train:89:6fd09513ee60eacf
sample_693de5e94d833d62f8c8a683cc676ced7274fc04c910bbba6fd09513ee60eacf
null
vpmixed_20260516_full_comp
et_instruct
[ "xZuLoR1hIsI", "xZuLoR1hIsI", "xZuLoR1hIsI", "xZuLoR1hIsI" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
2143
task_specific_string
null
[ { "media_id": "media_2708ea7ce58f6a84d32ad1f9", "source_dataset": "et_instruct", "source_video_id": "xZuLoR1hIsI", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/xZuLoR1hIsI__54dd6886514b/000185.jpg", "media/frames/logic/source_2fps/xZuLoR1h...
train
paper_mt_opd
89
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
21113a3f71a6ecda7311c6e8539d1c9bd9949d3e6f23fbf4bcc781f96b30083a
{"clip_key":"xZuLoR1hIsI","domain_l1":"engineering_maintenance","domain_l2":"auto_heavy_mechanical","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"...
vpmixed_20260516_full_comp:paper_mt_opd:train:90:2e00808746c36eef
sample_83d266ce7ccf23876c0bc17a99ba830135204aaa357aac332e00808746c36eef
null
vpmixed_20260516_full_comp
et_instruct
[ "PzB4Z4HoTt8" ]
progression
seg_aot_event_v2t_3way
video
null
no_cot
null
null
null
<video> Watch the video carefully. Which numbered list correctly describes the temporal order of events visible in this video? A. 1. The boy concludes the video, waving goodbye and giving a thumbs-up to the camera 2. The video ends with a static shot of the colorful Jell-O ornaments and a hand scooping green J...
[ { "role": "user", "content": "<video>\n\nWatch the video carefully.\n\nWhich numbered list correctly describes the temporal order of events visible in this video?\n\nA.\n 1. The boy concludes the video, waving goodbye and giving a thumbs-up to the camera\n 2. The video ends with a static shot of the col...
B
choice_letter
null
[ { "media_id": "media_06e8191f27c6b807a54d027c", "source_dataset": "et_instruct", "source_video_id": "PzB4Z4HoTt8", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/PzB4Z4HoTt8__538921f219cb/000227.jpg", "media/frames/aot/source_2fps/PzB4Z4HoTt8_...
train
paper_mt_opd
90
hier_v1:et_instruct:PzB4Z4HoTt8
vpmixed_20260516_full_comp
[ "et_instruct" ]
f0936b4ed2a0f1dcd15811f3d7e25179371c5f8cad4eb0f5d2955a5b12a262c8
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":142.743,"annotation_path":"annotations/hier_v1/PzB4Z4HoTt8.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":142.743,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/PzB4Z4HoTt8","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:91:f7638d07a1d90c87
sample_73a48793ca5ab79997f1cc53c31854ff08e7842e800625bef7638d07a1d90c87
null
vpmixed_20260516_full_comp
et_instruct
[ "AlGC74ENV1s", "AlGC74ENV1s", "AlGC74ENV1s" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, observe the object s...
[ { "role": "user", "content": "The following 3 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\n\nDetermine the correct chronological order of these clips to reconstruct the origina...
231
task_specific_string
null
[ { "media_id": "media_46f8897aed8b0791515b45dd", "source_dataset": "et_instruct", "source_video_id": "AlGC74ENV1s", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/AlGC74ENV1s__ebf9fcad19a3/000195.jpg", "media/frames/logic/source_2fps/AlGC74EN...
train
paper_mt_opd
91
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
4f8259a708b1b4e716e5e73b72b793bb54b0394def70c12b571b803a34e5a9c2
138d9e809e386a7b800791d1f664f56d1c55f3d1ba411b950862729bc486c5ce
{"clip_key":"AlGC74ENV1s","domain_l1":"culinary_food","domain_l2":"thermal_state_change","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:92:26b140c0cc801c6d
sample_854bc5f180378f1b331dfda2a55d456e4c0585c082d41a5726b140c0cc801c6d
null
vpmixed_20260516_full_comp
et_instruct
[ "YS_nO79_7ws", "YS_nO79_7ws" ]
progression
seg_aot_event_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The events below occurred in this exact order: 1. The mechanic uses a tool to open a split in the bicycle's rear triangle 2. A mechanic removes the rear wheel from a bicycle frame mounted on a stand 3. A title card reading 'INSTALLING THE BELT' is ...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe events below occurred in this exact order:\n 1. The mechanic uses a tool to open a split in the bicycle's rear triangle\n 2. A mechanic removes the rear wheel from a bicycle frame mounted on a stand\n ...
A
choice_letter
null
[ { "media_id": "media_a5478a5c20d24f622f36170d", "source_dataset": "et_instruct", "source_video_id": "YS_nO79_7ws", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/YS_nO79_7ws__1fb4ff5fd650/000135.jpg", "media/frames/aot/source_2fps/YS_nO79_7ws_...
train
paper_mt_opd
92
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
f9d0318ab9edd9f2d3358ca4930b1ca2ada981118ca93e102cb2c2a87f94ed97
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":195.167,"annotation_path":"annotations/hier_v1/YS_nO79_7ws.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":195.167,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/YS_nO79_7ws","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:93:61f78db469e5687e
sample_52f7a72404dda4176b66e7521dc0a9f64dcfeef746b2536a61f78db469e5687e
null
vpmixed_20260516_full_comp
et_instruct
[ "NZfZuZIxmo4", "NZfZuZIxmo4" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A hand holds a clear phone case with flowers on a wooden surface. Then, The phone case is held and rotated against a white fluffy background. Next, A close-up sh...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A hand holds a clear phone case with flowers on a wooden surface. Then, The phone case is held and rotated against...
B
choice_letter
null
[ { "media_id": "media_9533cc8c60660b9422697cc1", "source_dataset": "et_instruct", "source_video_id": "NZfZuZIxmo4", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/NZfZuZIxmo4__b59b1c39a057/000353.jpg", "media/frames/aot/source_2fps/NZfZuZIxmo4_...
train
paper_mt_opd
93
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
0b0dbf9f14d760ed66d0d4c2445ddb26aebc65f28a9a487d0d190caeaac5068c
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":195.167,"annotation_path":"annotations/hier_v1/NZfZuZIxmo4.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":195.167,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/NZfZuZIxmo4","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:94:8b9f6ffb442f35d1
sample_75cdeb5d1a0eb48a5f689fe6439ab1ecaf2109542ce5e8648b9f6ffb442f35d1
f56Z2XsXtBs
vpmixed_20260516_full_comp
llava_video
[ "ytb_f56Z2XsXtBs" ]
mcq
llava_mcq
video
null
no_cot
null
null
null
<video> Where does the video take place? A. A beach B. A park C. A gym D. A wooden boardwalk Please respond with only the letter of the correct answer. Provide your answer (a single letter) inside <answer></answer> tags.
[ { "role": "user", "content": "<video>\nWhere does the video take place?\nA. A beach\nB. A park\nC. A gym\nD. A wooden boardwalk\nPlease respond with only the letter of the correct answer.\n\nProvide your answer (a single letter) inside <answer></answer> tags." } ]
D
choice_letter
null
[ { "media_id": "media_ec42f58b6d82f6d7b1c5bdc4", "source_dataset": "llava_video", "source_video_id": "ytb_f56Z2XsXtBs", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/mcq/base_cache_2fps/ytb_f56Z2XsXtBs__10e5becfa334/000001.jpg", "media/frames/mcq/base_cache_2...
train
paper_mt_opd
94
null
vpmixed_20260516_full_comp
[ "llava_video" ]
1a4a71143706a889eeb8f7b17b51c4f5642702603c0ff338b63193e7cdabbd41
3f39d5c348e5b79d06e842c114e6cc571583bbf44e4b0ebfda1a01ec05745d43
{"data_source":"30_60_s_youtube_v0_1","duration_bucket":"30_60_s","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cache_roots":["media/frame...
vpmixed_20260516_full_comp:paper_mt_opd:train:95:95315c06fbb40fda
sample_f390384cbdfe0f05acbafe22cd73e5d65b69963af1261f3395315c06fbb40fda
null
vpmixed_20260516_full_comp
et_instruct
[ "0aYy8lOU6JI", "0aYy8lOU6JI", "0aYy8lOU6JI", "0aYy8lOU6JI" ]
relation
event_logic_sort
video
null
no_cot
null
null
null
The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order. Video Clips (shuffled order): Clip 1: <video> Clip 2: <video> Clip 3: <video> Clip 4: <video> Determine the correct chronological order of these clips to reconstruct the original sequence. For each clip, obse...
[ { "role": "user", "content": "The following 4 video clips show steps from a continuous process, but they are presented in a shuffled order.\nVideo Clips (shuffled order):\nClip 1: <video>\nClip 2: <video>\nClip 3: <video>\nClip 4: <video>\n\nDetermine the correct chronological order of these clips to recons...
4213
task_specific_string
null
[ { "media_id": "media_4c6974436016b2d626344086", "source_dataset": "et_instruct", "source_video_id": "0aYy8lOU6JI", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/logic/source_2fps/0aYy8lOU6JI__5451a17d92a7/000159.jpg", "media/frames/logic/source_2fps/0aYy8lOU...
train
paper_mt_opd
95
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
b474a14626a4252276e3fc97bf8efc39d6ad00536e34b6a58fe210b58273eac2
28789a01958becdb8f9c4359d30b212017e6b864a91c88d62a921801d05024c5
{"clip_key":"0aYy8lOU6JI","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fps":1.0,"max_sec":null,"min_sec":60.0}],"trusted_cac...
vpmixed_20260516_full_comp:paper_mt_opd:train:96:fdd93f2385f17b15
sample_b1f4569308bcd8404cb68825e8a1530cfa408e3f4932adacfdd93f2385f17b15
null
vpmixed_20260516_full_comp
et_instruct
[ "EAY3T4a-i4c" ]
boundary
temporal_seg_hier_L3_seg
video
3
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 32s video clip, sampled at 1-2 fps. Detect all fine-grained sub-actions in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOT BOUNDARIES: Scan for visual discontinuities — camera cuts, angle changes, or abrupt scene transitions. These are y...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 32s video clip, sampled at 1-2 fps.\n\nDetect all fine-grained sub-actions in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOT BOUNDARIES:\nScan for visual discontinuities — camera cuts, angle...
<events>[[5, 6], [7, 10], [11, 13], [14, 17], [18, 23], [25, 26]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_dbd0b30f9419de6882b6fd93", "source_dataset": "et_instruct", "source_video_id": "EAY3T4a-i4c", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/EAY3T4a-i4c__0064652c346f/000057.jpg", "media/frames/seg/source_2fps/EAY3T4a-i4c_...
train
paper_mt_opd
96
hier_v1:et_instruct:EAY3T4a-i4c
vpmixed_20260516_full_comp
[ "et_instruct" ]
89a1b3ad6da740eb0382a14b8202b300477d5fb9eae40357d5e80118aba2782d
fdde18677a168482e723b154df9a587d8b45eaebed10f691b9086bf284777c98
{"archetype":"tutorial","clip_duration_sec":105.167,"clip_end_sec":60,"clip_key":"EAY3T4a-i4c","clip_offset_sec":28,"clip_start_sec":28,"domain_l1":"lifestyle_creation","domain_l2":"crafts_diy","event_end_sec":55,"event_start_sec":33,"experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_fra...
vpmixed_20260516_full_comp:paper_mt_opd:train:97:55bac67fda71e8f3
sample_d13c0cccd11a56e180a4b49ceecfcf1e6572383ccfd481da55bac67fda71e8f3
null
vpmixed_20260516_full_comp
et_instruct
[ "v_3mlxwa9Ve5I", "v_3mlxwa9Ve5I" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, man applies shaving lather to his face with a brush. Finally, man picks up shaving brush and loads it with lather. Which clip (A or B) best matches this paragra...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, man applies shaving lather to his face with a brush. Finally, man picks up shaving brush and loads it with lather....
A
choice_letter
null
[ { "media_id": "media_9074cf278cbd817d1c628a0a", "source_dataset": "et_instruct", "source_video_id": "v_3mlxwa9Ve5I", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/v_3mlxwa9Ve5I__4b5f0cfc80a6/000129.jpg", "media/frames/aot/source_2fps/v_3mlxwa...
train
paper_mt_opd
97
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
89777ff653b0a3f357d0736e254e71d830819890c63c84c05784fd3d39d3eff0
559aead08264d5795d3909718cdd05abd49572e84fe55590eef31a88a08fdffd
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":110.5,"annotation_path":"annotations/hier_v1/v_3mlxwa9Ve5I.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":110.5,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/v_3mlxwa9Ve5I","global_phase_criterion":...
vpmixed_20260516_full_comp:paper_mt_opd:train:98:e7bba6ee1b12b6e2
sample_ffcbef76aaee490a7ae128b2d77d4846abd7fe86496af473e7bba6ee1b12b6e2
null
vpmixed_20260516_full_comp
et_instruct
[ "D14kD_t-Njs" ]
boundary
temporal_seg_hier_L2
video
2
no_cot
null
null
null
Watch the following video clip carefully: <video> You are given a 164s video clip (timestamps 0 to 164), sampled at 1-2 fps. Detect all events in this clip using a SHOT-FIRST approach: STEP 1 — IDENTIFY SHOTS: Scan the clip for visual shot transitions — moments where the scene, camera angle, setting, or subject clea...
[ { "role": "user", "content": "Watch the following video clip carefully:\n<video>\n\nYou are given a 164s video clip (timestamps 0 to 164), sampled at 1-2 fps.\n\nDetect all events in this clip using a SHOT-FIRST approach:\n\nSTEP 1 — IDENTIFY SHOTS:\nScan the clip for visual shot transitions — moments where...
<events>[[0, 3], [3, 14], [14, 49], [49, 62], [62, 66], [66, 80], [80, 90], [90, 95], [95, 102], [102, 109], [109, 133], [133, 163], [163, 164]]</events>
temporal_intervals
historical_prompt_coordinate
[ { "media_id": "media_bdd44e66f6b30583ee9ec0ea", "source_dataset": "et_instruct", "source_video_id": "D14kD_t-Njs", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/seg/source_2fps/D14kD_t-Njs__86c7f22f1881/000001.jpg", "media/frames/seg/source_2fps/D14kD_t-Njs_...
train
paper_mt_opd
98
hier_v1:et_instruct:D14kD_t-Njs
vpmixed_20260516_full_comp
[ "et_instruct" ]
7b5d2a697da55c3e3083d845c5003c4cf37255fc91602dd0594a3728037dc10d
b397e1d7b74360c0f5ac904557cc62800fba6c9f00d718dc38315249f7fabe42
{"archetype":"tutorial","clip_duration_sec":164.667,"clip_key":"D14kD_t-Njs","domain_l1":"culinary_food","domain_l2":"composition_assembly","experiment_frame_sampling":{"implementation_version":"trusted_2fps_cache_v2","max_frames":256,"policy":"0:60:2.0,60:inf:1.0","rules":[{"fps":2.0,"max_sec":60.0,"min_sec":0.0},{"fp...
vpmixed_20260516_full_comp:paper_mt_opd:train:99:28e3bfa32f44fece
sample_3e59d7294f0a991d4e9c342c580909470fdf4ba6431e71eb28e3bfa32f44fece
null
vpmixed_20260516_full_comp
et_instruct
[ "mpDnD5Pp90I", "mpDnD5Pp90I" ]
progression
seg_aot_action_t2v_binary
video
null
no_cot
null
null
null
<video><video> Here are two video clips (Clip A and Clip B). The paragraph below describes the observed temporal order of atomic actions in one clip: First, A man in a suit speaks while sitting in the driver's seat. Then, A woman in a headscarf speaks while sitting in a car. Next, The woman winces and then opens her ...
[ { "role": "user", "content": "<video><video>\n\nHere are two video clips (Clip A and Clip B).\n\nThe paragraph below describes the observed temporal order of atomic actions in one clip:\nFirst, A man in a suit speaks while sitting in the driver's seat. Then, A woman in a headscarf speaks while sitting in a ...
B
choice_letter
null
[ { "media_id": "media_77d4c869e6b796189a1abc01", "source_dataset": "et_instruct", "source_video_id": "mpDnD5Pp90I", "kind": "frames", "video_path": null, "frame_keys": [ "media/frames/aot/source_2fps/mpDnD5Pp90I__206c1e24c92c/000023.jpg", "media/frames/aot/source_2fps/mpDnD5Pp90I_...
train
paper_mt_opd
99
null
vpmixed_20260516_full_comp
[ "et_instruct" ]
4193f1d09a5012858abb561af7ebe480433247cb4b62b43c09b3e4a758f4e44f
df7e70e5021544f4834bbee64a9e3789febc4be81470df629cad6ddb03320a5c
{"annotation_meta":{"annotation_dir":"annotations/hier_v1/.","annotation_end_sec":163.667,"annotation_path":"annotations/hier_v1/mpDnD5Pp90I.json","annotation_start_sec":0.0,"archetype":"tutorial","clip_duration_sec":163.667,"frame_dir":"provenance/annotation_inputs/hier_v1/frames/mpDnD5Pp90I","global_phase_criterion":...