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int64
1
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stringclasses
15 values
gt
stringclasses
31 values
pred
stringclasses
32 values
correct
bool
2 classes
src
stringclasses
2 values
question
stringclasses
74 values
options
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2
2
video
stringlengths
46
125
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stringclasses
4 values
raw_answer
stringlengths
1
800
elapsed_s
float64
19.8
474
model
stringclasses
1 value
4
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-4.mp4
Outcome_Prediction
Yes
21.864369
qwen3-vl-plus
1
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-1.mp4
Outcome_Prediction
Yes
21.898741
qwen3-vl-plus
9
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/c48a70f7-44a3-44aa-ac14-baf35e696e5c-4.mp4
Outcome_Prediction
Yes
22.016242
qwen3-vl-plus
250
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-8.mp4
Outcome_Prediction
Yes
22.037395
qwen3-vl-plus
253
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-11.mp4
Outcome_Prediction
Yes
20.715494
qwen3-vl-plus
258
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-16.mp4
Outcome_Prediction
Yes
20.578767
qwen3-vl-plus
257
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-15.mp4
Outcome_Prediction
Yes
20.656745
qwen3-vl-plus
256
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-14.mp4
Outcome_Prediction
Yes
21.280292
qwen3-vl-plus
260
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-18.mp4
Outcome_Prediction
Yes
20.161837
qwen3-vl-plus
259
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-17.mp4
Outcome_Prediction
Yes
20.189555
qwen3-vl-plus
269
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/114cdc4b-4ae5-4938-8218-151e1e35b3db-27.mp4
Outcome_Prediction
Yes
20.228322
qwen3-vl-plus
749
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-8.mp4
Outcome_Prediction
Yes
20.221005
qwen3-vl-plus
753
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-12.mp4
Outcome_Prediction
Yes
21.572879
qwen3-vl-plus
751
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-10.mp4
Outcome_Prediction
Yes
21.7429
qwen3-vl-plus
754
Basketball_Shot
Yes
No
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-13.mp4
Outcome_Prediction
No
21.153311
qwen3-vl-plus
750
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-9.mp4
Outcome_Prediction
Yes
22.854099
qwen3-vl-plus
757
Basketball_Shot
Yes
No
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-16.mp4
Outcome_Prediction
No
20.776762
qwen3-vl-plus
762
Basketball_Shot
No
No
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-21.mp4
Outcome_Prediction
No
20.889508
qwen3-vl-plus
756
Basketball_Shot
Yes
No
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-15.mp4
Outcome_Prediction
No
21.116492
qwen3-vl-plus
764
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-23.mp4
Outcome_Prediction
Yes
20.190494
qwen3-vl-plus
765
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-24.mp4
Outcome_Prediction
Yes
20.232924
qwen3-vl-plus
768
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-27.mp4
Outcome_Prediction
Yes
20.120057
qwen3-vl-plus
775
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-34.mp4
Outcome_Prediction
Yes
19.892233
qwen3-vl-plus
767
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-26.mp4
Outcome_Prediction
Yes
20.335215
qwen3-vl-plus
783
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-42.mp4
Outcome_Prediction
Yes
21.41648
qwen3-vl-plus
788
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-47.mp4
Outcome_Prediction
Yes
21.348512
qwen3-vl-plus
781
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-40.mp4
Outcome_Prediction
Yes
21.598481
qwen3-vl-plus
784
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/652f0590-aab5-4de1-b578-238adb54fa0e-1-43.mp4
Outcome_Prediction
Yes
21.609373
qwen3-vl-plus
798
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-1-9.mp4
Outcome_Prediction
Yes
21.029014
qwen3-vl-plus
791
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-1-2.mp4
Outcome_Prediction
Yes
21.275589
qwen3-vl-plus
793
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-1-4.mp4
Outcome_Prediction
Yes
21.255371
qwen3-vl-plus
792
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-1-3.mp4
Outcome_Prediction
Yes
21.273585
qwen3-vl-plus
799
Basketball_Shot
No
Yes
false
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/775acd8e-086f-48cf-adf3-c154f0d0bd2d-1-10.mp4
Outcome_Prediction
Yes
20.625742
qwen3-vl-plus
814
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/c48a70f7-44a3-44aa-ac14-baf35e696e5c-1-7.mp4
Outcome_Prediction
Yes
21.140753
qwen3-vl-plus
813
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/c48a70f7-44a3-44aa-ac14-baf35e696e5c-1-6.mp4
Outcome_Prediction
Yes
21.382274
qwen3-vl-plus
817
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/c48a70f7-44a3-44aa-ac14-baf35e696e5c-1-10.mp4
Outcome_Prediction
Yes
21.386527
qwen3-vl-plus
31
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/d939955c-6db9-4406-8b7b-085494320bc7-2.mp4
Outcome_Prediction
No
21.816161
qwen3-vl-plus
27
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/9848e52e-e6f3-4190-9c42-f85cd9847e10-6.mp4
Outcome_Prediction
No
21.931562
qwen3-vl-plus
818
Basketball_Shot
Yes
Yes
true
pi_baseline
This is a video of a basketball shot. Please predict whether the basketball will go into the hoop. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Basketball_Shot/Ego4D/c48a70f7-44a3-44aa-ac14-baf35e696e5c-1-11.mp4
Outcome_Prediction
Yes
22.796218
qwen3-vl-plus
26
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/9848e52e-e6f3-4190-9c42-f85cd9847e10-5.mp4
Outcome_Prediction
No
22.333488
qwen3-vl-plus
32
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/d939955c-6db9-4406-8b7b-085494320bc7-3.mp4
Outcome_Prediction
No
21.549711
qwen3-vl-plus
38
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/d939955c-6db9-4406-8b7b-085494320bc7-9.mp4
Outcome_Prediction
No
21.434752
qwen3-vl-plus
36
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/d939955c-6db9-4406-8b7b-085494320bc7-7.mp4
Outcome_Prediction
No
21.543882
qwen3-vl-plus
46
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/d939955c-6db9-4406-8b7b-085494320bc7-17.mp4
Outcome_Prediction
No
21.519128
qwen3-vl-plus
442
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-3.mp4
Outcome_Prediction
No
20.189663
qwen3-vl-plus
444
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-5.mp4
Outcome_Prediction
No
20.278876
qwen3-vl-plus
49
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Ego4D/d939955c-6db9-4406-8b7b-085494320bc7-20.mp4
Outcome_Prediction
No
20.764324
qwen3-vl-plus
446
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-7.mp4
Outcome_Prediction
No
20.828734
qwen3-vl-plus
454
Billiards_Shot
No
Yes
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-15.mp4
Outcome_Prediction
Yes
20.991233
qwen3-vl-plus
452
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-13.mp4
Outcome_Prediction
No
21.395415
qwen3-vl-plus
456
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-17.mp4
Outcome_Prediction
No
20.706238
qwen3-vl-plus
449
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1214765667_x1-1-100144-10.mp4
Outcome_Prediction
No
23.195624
qwen3-vl-plus
462
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1313286479-1-100144-2.mp4
Outcome_Prediction
No
21.11138
qwen3-vl-plus
467
Billiards_Shot
No
Yes
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1313286479-1-100144-7.mp4
Outcome_Prediction
Yes
21.108283
qwen3-vl-plus
464
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1313286479-1-100144-4.mp4
Outcome_Prediction
No
21.16491
qwen3-vl-plus
469
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1315826455-1-100144-2.mp4
Outcome_Prediction
No
20.136516
qwen3-vl-plus
470
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1315826455-1-100144-3.mp4
Outcome_Prediction
No
20.462953
qwen3-vl-plus
481
Billiards_Shot
No
No
true
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1315826455-1-100144-14.mp4
Outcome_Prediction
No
20.421185
qwen3-vl-plus
471
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1315826455-1-100144-4.mp4
Outcome_Prediction
No
20.955972
qwen3-vl-plus
483
Billiards_Shot
Yes
No
false
pi_baseline
This is a video of billiards. Please predict whether the target ball will go into the pocket based on its current trajectory. Answer Yes or No.
[ "Yes", "No" ]
data/Outcome_Prediction/Billiards_Shot/Bilibili/1315826455-1-100144-16.mp4
Outcome_Prediction
No
20.305743
qwen3-vl-plus
55
Ego_Motion
Back-left
Back-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the stove. Please determine the final position of the target object relative to the camera. Is it Back-right or Back-left? Answer Back-right or Back-left.
[ "Back-right", "Back-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/41159525-1.mp4
Spatial_Relations
Back-right
21.26903
qwen3-vl-plus
50
Ego_Motion
Back-left
Back-left
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the stove. Please determine the final position of the target object relative to the camera. Is it Back-left or Front-left? Answer Back-left or Front-left.
[ "Back-left", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/41069025-1.mp4
Spatial_Relations
Back-left
21.78442
qwen3-vl-plus
54
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the toilet. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-right? Answer Back-right or Front-right.
[ "Back-right", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/41159504-2.mp4
Spatial_Relations
Back-right
21.779254
qwen3-vl-plus
59
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the refrigerator. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-left? Answer Back-right or Front-left.
[ "Back-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/42444976-3.mp4
Spatial_Relations
Back-right
21.411943
qwen3-vl-plus
65
Ego_Motion
Back-left
Back-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the washer. Please determine the final position of the target object relative to the camera. Is it Back-right or Back-left? Answer Back-right or Back-left.
[ "Back-right", "Back-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/42446049-2.mp4
Spatial_Relations
Back-right
20.902252
qwen3-vl-plus
69
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the toilet. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-right? Answer Front-left or Back-right.
[ "Front-left", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/42446167-2.mp4
Spatial_Relations
Back-right
20.909766
qwen3-vl-plus
224
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the refrigerator. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-right? Answer Back-right or Front-right.
[ "Back-right", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/42897538-2.mp4
Spatial_Relations
Back-right
20.758171
qwen3-vl-plus
62
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the tv. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-left? Answer Back-right or Front-left.
[ "Back-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/42445026-3.mp4
Spatial_Relations
Back-right
20.990436
qwen3-vl-plus
228
Ego_Motion
Front-left
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the dining-table. Please determine the final position of the target object relative to the camera. Is it Front-left or Front-right? Answer Front-left or Front-right.
[ "Front-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/44358499-1.mp4
Spatial_Relations
Front-right
20.269439
qwen3-vl-plus
229
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the tv. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-right? Answer Front-left or Back-right.
[ "Front-left", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/44358499-2.mp4
Spatial_Relations
Back-right
20.280054
qwen3-vl-plus
226
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the tv. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-right? Answer Front-right or Back-right.
[ "Front-right", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/42899461-1.mp4
Spatial_Relations
Back-right
20.331481
qwen3-vl-plus
237
Ego_Motion
Front-right
Back-left
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the refrigerator. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-left? Answer Front-right or Back-left.
[ "Front-right", "Back-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/47333457-1.mp4
Spatial_Relations
Back-left
20.442859
qwen3-vl-plus
243
Ego_Motion
Front-left
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the refrigerator. Please determine the final position of the target object relative to the camera. Is it Front-left or Front-right? Answer Front-left or Front-right.
[ "Front-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/47334380-2.mp4
Spatial_Relations
Front-right
21.798106
qwen3-vl-plus
851
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the electric fan. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-right? Answer Front-left or Back-right.
[ "Front-left", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/7b6477cb95-1.mp4
Spatial_Relations
Back-right
21.62871
qwen3-vl-plus
239
Ego_Motion
Back-right
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the microwave oven. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-right? Answer Back-right or Front-right.
[ "Back-right", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/47334096-1.mp4
Spatial_Relations
Front-right
21.890958
qwen3-vl-plus
240
Ego_Motion
Front-left
Front-left
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the sink. Please determine the final position of the target object relative to the camera. Is it Back-left or Front-left? Answer Back-left or Front-left.
[ "Back-left", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ARKitScenes/47334103-1.mp4
Spatial_Relations
Front-left
21.919769
qwen3-vl-plus
852
Ego_Motion
Front-left
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the telephone. Please determine the final position of the target object relative to the camera. Is it Front-right or Front-left? Answer Front-right or Front-left.
[ "Front-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/7b6477cb95-2.mp4
Spatial_Relations
Front-right
20.918705
qwen3-vl-plus
855
Ego_Motion
Front-left
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the door. Please determine the final position of the target object relative to the camera. Is it Front-left or Front-right? Answer Front-left or Front-right.
[ "Front-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/acd95847c5-2.mp4
Spatial_Relations
Front-right
20.997891
qwen3-vl-plus
863
Ego_Motion
Front-right
Front-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the laundry machine. Please determine the final position of the target object relative to the camera. Is it Back-left or Front-right? Answer Back-left or Front-right.
[ "Back-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/45b0dac5e3-2.mp4
Spatial_Relations
Front-right
21.086345
qwen3-vl-plus
866
Ego_Motion
Front-right
Back-left
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the toilet. Please determine the final position of the target object relative to the camera. Is it Back-left or Front-right? Answer Back-left or Front-right.
[ "Back-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/286b55a2bf-1.mp4
Spatial_Relations
Back-left
21.347403
qwen3-vl-plus
874
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the microwave oven. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-right? Answer Back-right or Front-right.
[ "Back-right", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/0d2ee665be-2.mp4
Spatial_Relations
Back-right
19.925117
qwen3-vl-plus
868
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the toilet. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-right? Answer Front-left or Back-right.
[ "Front-left", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/5942004064-2.mp4
Spatial_Relations
Back-right
20.050057
qwen3-vl-plus
867
Ego_Motion
Front-right
Front-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the electric hair drier. Please determine the final position of the target object relative to the camera. Is it Front-right or Front-left? Answer Front-right or Front-left.
[ "Front-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/5942004064-1.mp4
Spatial_Relations
Front-right
20.176024
qwen3-vl-plus
876
Ego_Motion
Back-left
Back-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the laundry machine. Please determine the final position of the target object relative to the camera. Is it Back-left or Back-right? Answer Back-left or Back-right.
[ "Back-left", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/3db0a1c8f3-2.mp4
Spatial_Relations
Back-right
20.075341
qwen3-vl-plus
880
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the tv. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-right? Answer Front-right or Back-right.
[ "Front-right", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/6115eddb86-1.mp4
Spatial_Relations
Back-right
21.460926
qwen3-vl-plus
884
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the laundry machine. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-left? Answer Back-right or Front-left.
[ "Back-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0307_02-1.mp4
Spatial_Relations
Back-right
21.696131
qwen3-vl-plus
878
Ego_Motion
Front-right
Front-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the suitcase. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-right? Answer Back-right or Front-right.
[ "Back-right", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet++/09c1414f1b-1.mp4
Spatial_Relations
Front-right
21.831404
qwen3-vl-plus
892
Ego_Motion
Back-left
Back-left
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the stove. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-left? Answer Front-right or Back-left.
[ "Front-right", "Back-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0651_02-1.mp4
Spatial_Relations
Back-left
21.73012
qwen3-vl-plus
899
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the toilet. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-right? Answer Front-right or Back-right.
[ "Front-right", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0550_00-1.mp4
Spatial_Relations
Back-right
20.81155
qwen3-vl-plus
901
Ego_Motion
Front-left
Back-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the bookshelf. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-left? Answer Back-right or Front-left.
[ "Back-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0568_02-2.mp4
Spatial_Relations
Back-right
20.59155
qwen3-vl-plus
908
Ego_Motion
Front-left
Back-left
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the backpack. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-left? Answer Front-left or Back-left.
[ "Front-left", "Back-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0593_00-2.mp4
Spatial_Relations
Back-left
20.142852
qwen3-vl-plus
902
Ego_Motion
Front-left
Back-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the door. Please determine the final position of the target object relative to the camera. Is it Back-right or Front-left? Answer Back-right or Front-left.
[ "Back-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0575_01-1.mp4
Spatial_Relations
Back-right
20.507926
qwen3-vl-plus
918
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the toilet. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-right? Answer Front-right or Back-right.
[ "Front-right", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0146_01-1.mp4
Spatial_Relations
Back-right
20.002117
qwen3-vl-plus
910
Ego_Motion
Back-left
Back-left
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the world map. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-left? Answer Front-left or Back-left.
[ "Front-left", "Back-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0608_00-2.mp4
Spatial_Relations
Back-left
20.041749
qwen3-vl-plus
909
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the tv. Please determine the final position of the target object relative to the camera. Is it Front-left or Back-right? Answer Front-left or Back-right.
[ "Front-left", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0608_00-1.mp4
Spatial_Relations
Back-right
20.136475
qwen3-vl-plus
911
Ego_Motion
Front-left
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the guitar. Please determine the final position of the target object relative to the camera. Is it Front-left or Front-right? Answer Front-left or Front-right.
[ "Front-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0608_00-3.mp4
Spatial_Relations
Front-right
20.171517
qwen3-vl-plus
923
Ego_Motion
Back-right
Back-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the refrigerator. Please determine the final position of the target object relative to the camera. Is it Front-right or Back-right? Answer Front-right or Back-right.
[ "Front-right", "Back-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0164_02-2.mp4
Spatial_Relations
Back-right
21.515599
qwen3-vl-plus
920
Ego_Motion
Back-left
Back-left
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the refrigerator. Please determine the final position of the target object relative to the camera. Is it Back-left or Front-right? Answer Back-left or Front-right.
[ "Back-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0149_00-1.mp4
Spatial_Relations
Back-left
21.5753
qwen3-vl-plus
931
Ego_Motion
Front-right
Front-right
true
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the ceiling lamp. Please determine the final position of the target object relative to the camera. Is it Front-left or Front-right? Answer Front-left or Front-right.
[ "Front-left", "Front-right" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0246_00-1.mp4
Spatial_Relations
Front-right
21.4522
qwen3-vl-plus
927
Ego_Motion
Front-left
Front-right
false
pi_baseline
This is a video recorded by a moving camera in an indoor scene. The target object is the backpack. Please determine the final position of the target object relative to the camera. Is it Front-right or Front-left? Answer Front-right or Front-left.
[ "Front-right", "Front-left" ]
data/Spatial_Relations/Ego_Motion/ScanNet/scene0222_01-1.mp4
Spatial_Relations
Front-right
21.73908
qwen3-vl-plus
End of preview. Expand in Data Studio

ViSTR pi Harness Trajectories (qwen3-vl-plus)

Full agent trajectories from two evaluation setups on the ViSTR-Bench public dev split (403 binary video-QA samples, 15 subtasks), using pi v0.84.0 as harness and qwen3-vl-plus as the VLM.

Stage Setup Accuracy File
1 8 uniformly-sampled frames attached, single-turn QA, no tools 54.6% stage1_trajectories.tar.gz
2 workspace + source video, native tools (bash/read), agent extracts & inspects frames itself (avg 14.7 turns) 53.8% stage2_trajectories.tar.gz

Union oracle of both stages: 71.7% — the two modes are strongly complementary.

Format

Each tar contains pi session JSONL files (one per sample; pi session format v3: session header + message events; Stage-2 tool results embed the frames the agent viewed as base64 JPEG) plus manifest.json:

{"<sample_id>": {"session": "relative/path.jsonl", "task": "...", "gt": "...",
                 "pred": "...", "correct": true}}

Predictions per stage: predictions_stage1.jsonl, predictions_stage2.jsonl.

Sessions were matched to samples by question text + final-answer fingerprint; a handful of unmatched sessions (smoke tests, retries) are excluded.

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