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54
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first_image
int64
0
41
num_images
int64
7
917
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categories
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4
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69 values
reference_image
int64
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798
max_steps
int64
7
39
step_size
int64
1
45
0
ChangeIt/test_videos/apple/2gQYivaDXW0/frame_{image}.jpg
0
102
Describe the object in the video in terms of its category.
[ "I cannot answer this question.", "Wait for the object to appear.", "Rewind the video." ]
[ "Eggs.", "Butter.", "Apple.", "Avocado." ]
Apple.
20
20
5
1
ChangeIt/test_videos/apple/2gQYivaDXW0/frame_{image}.jpg
2
102
What task is being carried out in the video?
[ "Wait for the action to appear.", "I cannot answer this question.", "Rewind the video." ]
[ "Peeling.", "Chopping.", "Boiling.", "Inflating." ]
Peeling.
72
20
5
2
ChangeIt/test_videos/apple/4__D0XdFT9Q/frame_{image}.jpg
2
82
What object is present in the video?
[ "I cannot tell.", "Rewind the video.", "Wait for the object to appear." ]
[ "Cream.", "Chocolate.", "Apple.", "Drill." ]
Apple.
66
20
4
3
ChangeIt/test_videos/apple/4__D0XdFT9Q/frame_{image}.jpg
3
82
Can you describe the action happening in the video?
[ "Wait for the action to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Cutting.", "Slicing.", "Installing.", "Whipping." ]
Cutting.
35
20
4
4
ChangeIt/test_videos/apple/8AK0JQkaQpE/frame_{image}.jpg
4
136
Provide the classification of the object in the video.
[ "Rewind the video.", "Wait for the object to appear.", "I do not know what is this object." ]
[ "T-shirt.", "Cherries.", "Cream.", "Apple." ]
Apple.
124
20
6
5
ChangeIt/test_videos/apple/8AK0JQkaQpE/frame_{image}.jpg
0
136
What action is being performed in the video?
[ "Rewind the video.", "I do not know what is this object.", "Wait for the action to appear." ]
[ "Lighting.", "Filleting.", "Peeling.", "Cutting." ]
Cutting.
48
20
6
6
ChangeIt/test_videos/apple/B9wmYHNspx4/frame_{image}.jpg
0
54
Classify the visual content of this video.
[ "I cannot answer this question.", "Wait for the object to appear.", "Rewind the video." ]
[ "Tie.", "Ribbon.", "Apple.", "Cherries." ]
Apple.
4
20
2
7
ChangeIt/test_videos/apple/B9wmYHNspx4/frame_{image}.jpg
1
54
Please identify the action taking place in this video.
[ "Rewind the video.", "I do not know what is this object.", "Wait for the action to appear." ]
[ "Grinding.", "Peeling.", "Tying.", "Frosting." ]
Peeling.
31
20
2
8
ChangeIt/test_videos/apple/HkRm4ZQncCk/frame_{image}.jpg
2
76
What is the category of the depicted object?
[ "Wait for the object to appear.", "I cannot tell.", "Rewind the video." ]
[ "Apple.", "Butter.", "Ball.", "Tie." ]
Apple.
59
20
3
9
ChangeIt/test_videos/apple/HkRm4ZQncCk/frame_{image}.jpg
2
76
Can you describe the action happening in the video?
[ "I do not know what is this object.", "Wait for the action to appear.", "Rewind the video." ]
[ "Peeling.", "Rolling.", "Boiling.", "Filleting." ]
Peeling.
38
20
3
10
ChangeIt/test_videos/apple/OFR57T1G1yM/frame_{image}.jpg
0
35
Can you tell what is being done in the video?
[ "I cannot answer this question.", "Wait for the action to appear.", "Rewind the video." ]
[ "Boiling.", "Peeling.", "Starting.", "Frosting." ]
Peeling.
18
35
1
11
ChangeIt/test_videos/apple/S1hTKfkJtzM/frame_{image}.jpg
0
56
Describe the object in the video in terms of its category.
[ "I cannot tell.", "Rewind the video.", "Wait for the object to appear." ]
[ "Pineapple.", "Boil_milk.", "Eggs.", "Apple." ]
Apple.
16
20
2
12
ChangeIt/test_videos/apple/S1hTKfkJtzM/frame_{image}.jpg
0
56
What behavior is displayed in the video?
[ "Rewind the video.", "I cannot tell.", "Wait for the action to appear." ]
[ "Peeling.", "Drilling.", "Slicing.", "Lighting." ]
Peeling.
28
20
2
13
ChangeIt/test_videos/apple/cKfB7zKaf2s/frame_{image}.jpg
1
45
Describe the object in the video in terms of its category.
[ "Wait for the object to appear.", "Rewind the video.", "I do not know what is this object." ]
[ "Cube.", "Apple.", "Chocolate.", "Onion." ]
Apple.
35
20
2
14
ChangeIt/test_videos/apple/cKfB7zKaf2s/frame_{image}.jpg
0
45
Can you tell what is being done in the video?
[ "Wait for the action to appear.", "I cannot answer this question.", "Rewind the video." ]
[ "Peeling.", "Cleaning.", "Rolling.", "Removing." ]
Peeling.
16
20
2
15
ChangeIt/test_videos/apple/dylOk50crAM/frame_{image}.jpg
2
92
Classify the visual content of this video.
[ "Wait for the object to appear.", "I cannot tell.", "Rewind the video." ]
[ "Apple.", "Grill.", "Drill.", "Rope." ]
Apple.
38
20
4
16
ChangeIt/test_videos/apple/iP_zz8Ki8jw/frame_{image}.jpg
11
246
What kind of activity is shown in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot tell." ]
[ "Cutting.", "Grinding.", "Starting.", "Inflating." ]
Cutting.
155
20
12
17
ChangeIt/test_videos/apple/t_OFrpL21ow/frame_{image}.jpg
0
94
What type of object do you see here?
[ "Rewind the video.", "I cannot tell.", "Wait for the object to appear." ]
[ "Apple.", "Shoes.", "Chocolate.", "Fish." ]
Apple.
4
20
4
18
ChangeIt/test_videos/apple/t_OFrpL21ow/frame_{image}.jpg
3
94
What action is being performed in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot tell." ]
[ "Starting.", "Peeling.", "Frosting.", "Folding." ]
Peeling.
47
20
4
19
ChangeIt/test_videos/apple/uGfLVro7OaI/frame_{image}.jpg
5
369
Provide the classification of the object in the video.
[ "Rewind the video.", "I cannot tell.", "Wait for the object to appear." ]
[ "Apple.", "Coffee.", "Champagne.", "Bacon." ]
Apple.
347
20
18
20
ChangeIt/test_videos/apple/uGfLVro7OaI/frame_{image}.jpg
6
369
Based on the video, what action is taking place?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot tell." ]
[ "Cutting.", "Frosting.", "Wrapping.", "Flipping." ]
Cutting.
204
20
18
21
ChangeIt/test_videos/apple/uZSL1buXbbg/frame_{image}.jpg
4
314
Can you tell what is being done in the video?
[ "I cannot tell.", "Wait for the action to appear.", "Rewind the video." ]
[ "Wrapping.", "Peeling.", "Melting.", "Filleting." ]
Peeling.
154
20
15
22
ChangeIt/test_videos/avocado/1LRMzO9YugI/frame_{image}.jpg
6
153
Provide the classification of the object in the video.
[ "Rewind the video.", "I cannot answer this question.", "Wait for the object to appear." ]
[ "Pineapple.", "Milk.", "Onion.", "Avocado." ]
Avocado.
13
20
7
23
ChangeIt/test_videos/avocado/1LRMzO9YugI/frame_{image}.jpg
2
153
What task is being carried out in the video?
[ "Wait for the action to appear.", "I cannot tell.", "Rewind the video." ]
[ "Pouring.", "Installing.", "Lighting.", "Slicing." ]
Slicing.
79
20
7
24
ChangeIt/test_videos/avocado/5Rjbnxyqo6I/frame_{image}.jpg
0
305
If you had to categorize this video based on the main object, what would it be?
[ "Rewind the video.", "I do not know what is this object.", "Wait for the object to appear." ]
[ "Coffee.", "Avocado.", "Grill.", "Drill." ]
Avocado.
15
20
15
25
ChangeIt/test_videos/avocado/5Rjbnxyqo6I/frame_{image}.jpg
0
305
Identify the action shown in this video.
[ "I cannot answer this question.", "Rewind the video.", "Wait for the action to appear." ]
[ "Frying.", "Slicing.", "Grinding.", "Cleaning." ]
Slicing.
135
20
15
26
ChangeIt/test_videos/avocado/An6biFrFsug/frame_{image}.jpg
4
171
Based on the video, what is the object?
[ "Wait for the object to appear.", "Rewind the video.", "I cannot answer this question." ]
[ "Dragon_fruit.", "Avocado.", "Butter.", "Pan." ]
Avocado.
52
20
8
27
ChangeIt/test_videos/avocado/An6biFrFsug/frame_{image}.jpg
3
171
What is the person or object doing in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I do not know what is this object." ]
[ "Removing.", "Grinding.", "Solving.", "Peeling." ]
Peeling.
35
20
8
28
ChangeIt/test_videos/avocado/BkIVs6wbvmw/frame_{image}.jpg
0
66
Provide the classification of the object in the video.
[ "I do not know what is this object.", "Rewind the video.", "Wait for the object to appear." ]
[ "Whisk_eggs.", "Avocado.", "Shoes.", "Plane." ]
Avocado.
9
20
3
29
ChangeIt/test_videos/avocado/BkIVs6wbvmw/frame_{image}.jpg
2
66
Could you tell me what action is occurring in the video?
[ "Wait for the action to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Wisking.", "Peeling.", "Opening.", "Whipping." ]
Peeling.
32
20
3
30
ChangeIt/test_videos/avocado/HyDZKV-kUbI/frame_{image}.jpg
3
164
What type of object do you see here?
[ "I do not know what is this object.", "Wait for the object to appear.", "Rewind the video." ]
[ "Potatoes.", "Avocado.", "Weed.", "Tie." ]
Avocado.
123
20
8
31
ChangeIt/test_videos/avocado/HyDZKV-kUbI/frame_{image}.jpg
3
164
Could you tell me what action is occurring in the video?
[ "Rewind the video.", "I cannot tell.", "Wait for the action to appear." ]
[ "Pouring.", "Inflating.", "Whipping.", "Slicing." ]
Slicing.
75
20
8
32
ChangeIt/test_videos/avocado/IMOSghYLOx8/frame_{image}.jpg
2
115
Identify the object in this video.
[ "Wait for the object to appear.", "Rewind the video.", "I cannot answer this question." ]
[ "Dough.", "Garlic.", "Avocado.", "Tile." ]
Avocado.
92
20
5
33
ChangeIt/test_videos/avocado/IMOSghYLOx8/frame_{image}.jpg
0
115
Can you describe the action happening in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot answer this question." ]
[ "Flipping.", "Frosting.", "Tying.", "Peeling." ]
Peeling.
60
20
5
34
ChangeIt/test_videos/avocado/MMhaaiF9VRk/frame_{image}.jpg
9
582
Analyze the video and state the object's class.
[ "Rewind the video.", "Wait for the object to appear.", "I do not know what is this object." ]
[ "Avocado.", "Grill.", "Champagne.", "Candle." ]
Avocado.
386
20
29
35
ChangeIt/test_videos/avocado/MMhaaiF9VRk/frame_{image}.jpg
11
582
What kind of activity is shown in the video?
[ "I cannot answer this question.", "Rewind the video.", "Wait for the action to appear." ]
[ "Peeling.", "Wrapping.", "Inflating.", "Grinding." ]
Peeling.
359
20
29
36
ChangeIt/test_videos/avocado/UmktK8BSC-8/frame_{image}.jpg
7
266
What is the person or object doing in the video?
[ "Wait for the action to appear.", "I cannot tell.", "Rewind the video." ]
[ "Slicing.", "Peeling.", "Pouring.", "Cleaning." ]
Peeling.
137
20
13
37
ChangeIt/test_videos/avocado/Whp4ktlUeXw/frame_{image}.jpg
4
120
Identify the object in this video.
[ "Rewind the video.", "I do not know what is this object.", "Wait for the object to appear." ]
[ "Avocado.", "Dough.", "Apple.", "Fish." ]
Avocado.
94
20
6
38
ChangeIt/test_videos/avocado/Whp4ktlUeXw/frame_{image}.jpg
5
120
What kind of activity is shown in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot answer this question." ]
[ "Peeling.", "Opening.", "Drilling.", "Rolling." ]
Peeling.
65
20
6
39
ChangeIt/test_videos/avocado/ZZ7nW_iIPSY/frame_{image}.jpg
6
147
Based on the video, what is the object?
[ "I cannot tell.", "Rewind the video.", "Wait for the object to appear." ]
[ "Plane.", "Milk.", "Juice.", "Avocado." ]
Avocado.
125
20
7
40
ChangeIt/test_videos/avocado/ZZ7nW_iIPSY/frame_{image}.jpg
1
147
What is the person or object doing in the video?
[ "Wait for the action to appear.", "Rewind the video.", "I do not know what is this object." ]
[ "Starting.", "Drilling.", "Slicing.", "Cleaning." ]
Slicing.
78
20
7
41
ChangeIt/test_videos/avocado/ccGgULEkKJQ/frame_{image}.jpg
18
631
Describe the object in the video in terms of its category.
[ "Rewind the video.", "I cannot tell.", "Wait for the object to appear." ]
[ "Tea.", "Avocado.", "Potatoes.", "Juice." ]
Avocado.
390
20
31
42
ChangeIt/test_videos/avocado/ccGgULEkKJQ/frame_{image}.jpg
20
631
Identify the action shown in this video.
[ "I cannot answer this question.", "Wait for the action to appear.", "Rewind the video." ]
[ "Whipping.", "Rolling.", "Solving.", "Peeling." ]
Peeling.
330
20
31
43
ChangeIt/test_videos/avocado/ciZFDXkQO_8/frame_{image}.jpg
5
201
Based on the video, what is the object?
[ "I cannot answer this question.", "Wait for the object to appear.", "Rewind the video." ]
[ "Tree.", "Cube.", "Avocado.", "Juice." ]
Avocado.
195
20
10
44
ChangeIt/test_videos/avocado/ciZFDXkQO_8/frame_{image}.jpg
9
201
What action is being performed in the video?
[ "I cannot tell.", "Rewind the video.", "Wait for the action to appear." ]
[ "Boiling.", "Slicing.", "Peeling.", "Installing." ]
Slicing.
89
20
10
45
ChangeIt/test_videos/avocado/l9VN56Wfi38/frame_{image}.jpg
2
191
If you had to categorize this video based on the main object, what would it be?
[ "I cannot tell.", "Wait for the object to appear.", "Rewind the video." ]
[ "Box.", "Avocado.", "Pineapple.", "Ball." ]
Avocado.
11
20
9
46
ChangeIt/test_videos/avocado/l9VN56Wfi38/frame_{image}.jpg
2
191
What is the person or object doing in the video?
[ "Wait for the action to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Peeling.", "Solving.", "Frosting.", "Slicing." ]
Slicing.
29
20
9
47
ChangeIt/test_videos/avocado/oMTXOOBLe2Y/frame_{image}.jpg
0
47
What object is present in the video?
[ "I cannot tell.", "Wait for the object to appear.", "Rewind the video." ]
[ "Coffee.", "Avocado.", "Pancake.", "Weed." ]
Avocado.
32
20
2
48
ChangeIt/test_videos/avocado/oMTXOOBLe2Y/frame_{image}.jpg
1
47
Identify the action shown in this video.
[ "I do not know what is this object.", "Rewind the video.", "Wait for the action to appear." ]
[ "Chopping.", "Dyeing.", "Solving.", "Slicing." ]
Slicing.
27
20
2
49
ChangeIt/test_videos/avocado/vhbrYrDmx7g/frame_{image}.jpg
21
590
What type of object do you see here?
[ "I cannot tell.", "Rewind the video.", "Wait for the object to appear." ]
[ "Onion.", "Box.", "Tea.", "Avocado." ]
Avocado.
369
20
29
50
ChangeIt/test_videos/avocado/vhbrYrDmx7g/frame_{image}.jpg
9
590
Can you describe the action happening in the video?
[ "I cannot answer this question.", "Rewind the video.", "Wait for the action to appear." ]
[ "Starting.", "Pitting.", "Opening.", "Slicing." ]
Slicing.
386
20
29
51
ChangeIt/test_videos/avocado/xyDxgSRowW0/frame_{image}.jpg
7
169
Provide the classification of the object in the video.
[ "Rewind the video.", "Wait for the object to appear.", "I do not know what is this object." ]
[ "Cherries.", "Avocado.", "Beer.", "Juice." ]
Avocado.
15
20
8
52
ChangeIt/test_videos/avocado/xyDxgSRowW0/frame_{image}.jpg
0
169
What behavior is displayed in the video?
[ "Rewind the video.", "I cannot tell.", "Wait for the action to appear." ]
[ "Peeling.", "Opening.", "Chopping.", "Frying." ]
Peeling.
80
20
8
53
ChangeIt/test_videos/bacon/D_2DBLAt57c/frame_{image}.jpg
1
280
Identify the object in this video.
[ "Rewind the video.", "I cannot answer this question.", "Wait for the object to appear." ]
[ "Pan.", "Garlic.", "T-shirt.", "Bacon." ]
Bacon.
169
20
14
54
ChangeIt/test_videos/bacon/D_2DBLAt57c/frame_{image}.jpg
12
280
Based on the video, what action is taking place?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot answer this question." ]
[ "Frosting.", "Removing.", "Cutting.", "Frying." ]
Frying.
110
20
14
55
ChangeIt/test_videos/bacon/F0iBIVyZBoM/frame_{image}.jpg
22
499
Tell me what kind of object this is.
[ "Rewind the video.", "Wait for the object to appear.", "I cannot answer this question." ]
[ "Dragon_fruit.", "Tile.", "Fish.", "Bacon." ]
Bacon.
310
20
24
56
ChangeIt/test_videos/bacon/F0iBIVyZBoM/frame_{image}.jpg
9
499
Can you describe the action happening in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot tell." ]
[ "Folding.", "Tying.", "Whipping.", "Frying." ]
Frying.
249
20
24
57
ChangeIt/test_videos/bacon/J16gX_12o9Q/frame_{image}.jpg
6
228
What is the category of the depicted object?
[ "Wait for the object to appear.", "I cannot answer this question.", "Rewind the video." ]
[ "Bacon.", "Juice.", "Plane.", "Drill." ]
Bacon.
138
20
11
58
ChangeIt/test_videos/bacon/PAkZguQuErk/frame_{image}.jpg
2
596
What is the most prominent object in the video and its classification?
[ "Rewind the video.", "Wait for the object to appear.", "I cannot tell." ]
[ "Box.", "Candle.", "Bacon.", "Dough." ]
Bacon.
234
20
29
59
ChangeIt/test_videos/bacon/PAkZguQuErk/frame_{image}.jpg
22
596
What task is being carried out in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot answer this question." ]
[ "Frying.", "Grinding.", "Frosting.", "Inflating." ]
Frying.
196
20
29
60
ChangeIt/test_videos/bacon/Ru-AVIgfzOg/frame_{image}.jpg
2
113
Can you classify the item shown in the picture?
[ "Wait for the object to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Drill.", "Cake.", "Beer.", "Bacon." ]
Bacon.
92
20
5
61
ChangeIt/test_videos/bacon/Ru-AVIgfzOg/frame_{image}.jpg
0
113
Based on the video, what action is taking place?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot answer this question." ]
[ "Tying.", "Frying.", "Removing.", "Pouring." ]
Frying.
45
20
5
62
ChangeIt/test_videos/bacon/U8uT1-RlD4o/frame_{image}.jpg
1
187
If you had to categorize this video based on the main object, what would it be?
[ "Wait for the object to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Champagne.", "Bacon.", "Cake.", "Boil_milk." ]
Bacon.
145
20
9
63
ChangeIt/test_videos/bacon/U8uT1-RlD4o/frame_{image}.jpg
3
187
What kind of activity is shown in the video?
[ "I do not know what is this object.", "Rewind the video.", "Wait for the action to appear." ]
[ "Frosting.", "Wrapping.", "Frying.", "Folding." ]
Frying.
102
20
9
64
ChangeIt/test_videos/bacon/Vj7F-S0kWZI/frame_{image}.jpg
3
155
What is the category of the depicted object?
[ "Rewind the video.", "Wait for the object to appear.", "I cannot tell." ]
[ "Chocolate.", "Cube.", "Bacon.", "Fish." ]
Bacon.
31
20
7
65
ChangeIt/test_videos/bacon/Vj7F-S0kWZI/frame_{image}.jpg
1
155
What action is being performed in the video?
[ "I cannot answer this question.", "Rewind the video.", "Wait for the action to appear." ]
[ "Filleting.", "Frying.", "Melting.", "Boiling." ]
Frying.
64
20
7
66
ChangeIt/test_videos/bacon/Wdc9PeaGMKU/frame_{image}.jpg
26
558
Describe the object in the video in terms of its category.
[ "Wait for the object to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Fish.", "Garlic.", "Boil_milk.", "Bacon." ]
Bacon.
458
20
27
67
ChangeIt/test_videos/bacon/Wdc9PeaGMKU/frame_{image}.jpg
10
558
Can you tell what is being done in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot tell." ]
[ "Tying.", "Inflating.", "Slicing.", "Frying." ]
Frying.
280
20
27
68
ChangeIt/test_videos/bacon/ZArf-W7di1Y/frame_{image}.jpg
0
30
What is the object's label?
[ "Wait for the object to appear.", "I do not know what is this object.", "Rewind the video." ]
[ "Dough.", "Potatoes.", "Cream.", "Bacon." ]
Bacon.
16
30
1
69
ChangeIt/test_videos/bacon/ZArf-W7di1Y/frame_{image}.jpg
0
30
What action is being performed in the video?
[ "Rewind the video.", "I do not know what is this object.", "Wait for the action to appear." ]
[ "Folding.", "Solving.", "Frying.", "Slicing." ]
Frying.
18
30
1
70
ChangeIt/test_videos/bacon/cRioNONG8zg/frame_{image}.jpg
15
462
Provide the classification of the object in the video.
[ "Wait for the object to appear.", "I cannot tell.", "Rewind the video." ]
[ "Cube.", "Bacon.", "Beer.", "Box." ]
Bacon.
406
20
23
71
ChangeIt/test_videos/bacon/cRioNONG8zg/frame_{image}.jpg
11
462
What task is being carried out in the video?
[ "Rewind the video.", "I cannot tell.", "Wait for the action to appear." ]
[ "Boiling.", "Folding.", "Frying.", "Frosting." ]
Frying.
172
20
23
72
ChangeIt/test_videos/bacon/dVGMjwy7Fqw/frame_{image}.jpg
5
258
Identify the object in this video.
[ "Wait for the object to appear.", "I cannot tell.", "Rewind the video." ]
[ "Ribbon.", "Candle.", "Bacon.", "Pancake." ]
Bacon.
5
20
12
73
ChangeIt/test_videos/bacon/dVGMjwy7Fqw/frame_{image}.jpg
4
258
What behavior is displayed in the video?
[ "I do not know what is this object.", "Rewind the video.", "Wait for the action to appear." ]
[ "Tying.", "Filleting.", "Inflating.", "Frying." ]
Frying.
100
20
12
74
ChangeIt/test_videos/bacon/ffSWRSZxhuI/frame_{image}.jpg
12
585
What type of object do you see here?
[ "Rewind the video.", "I cannot answer this question.", "Wait for the object to appear." ]
[ "Champagne.", "Tea.", "Candle.", "Bacon." ]
Bacon.
99
20
29
75
ChangeIt/test_videos/bacon/hlBYA1NeiS8/frame_{image}.jpg
11
293
Identify the object in this video.
[ "Rewind the video.", "Wait for the object to appear.", "I do not know what is this object." ]
[ "Bacon.", "Eggs.", "Plane.", "Pancake." ]
Bacon.
151
20
14
76
ChangeIt/test_videos/bacon/hlBYA1NeiS8/frame_{image}.jpg
9
293
Please identify the action taking place in this video.
[ "I cannot answer this question.", "Wait for the action to appear.", "Rewind the video." ]
[ "Frying.", "Wrapping.", "Opening.", "Removing." ]
Frying.
93
20
14
77
ChangeIt/test_videos/bacon/t4WJZJL2EzI/frame_{image}.jpg
4
107
Classify the visual content of this video.
[ "I do not know what is this object.", "Wait for the object to appear.", "Rewind the video." ]
[ "Bacon.", "Grill.", "Cube.", "Weed." ]
Bacon.
104
20
5
78
ChangeIt/test_videos/bacon/t4WJZJL2EzI/frame_{image}.jpg
1
107
What kind of activity is shown in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I do not know what is this object." ]
[ "Installing.", "Frying.", "Filleting.", "Lighting." ]
Frying.
76
20
5
79
ChangeIt/test_videos/bacon/ulZ30mR308U/frame_{image}.jpg
0
36
Could you name the object in this video?
[ "I cannot answer this question.", "Rewind the video.", "Wait for the object to appear." ]
[ "Tree.", "Weed.", "Bacon.", "Fish." ]
Bacon.
19
36
1
80
ChangeIt/test_videos/bacon/ulZ30mR308U/frame_{image}.jpg
0
36
What action is being performed in the video?
[ "Wait for the action to appear.", "I cannot tell.", "Rewind the video." ]
[ "Melting.", "Frying.", "Pitting.", "Inflating." ]
Frying.
13
36
1
81
ChangeIt/test_videos/bacon/z26kAVjcEmk/frame_{image}.jpg
15
665
Tell me what kind of object this is.
[ "Wait for the object to appear.", "Rewind the video.", "I cannot tell." ]
[ "Eggs.", "Bacon.", "T-shirt.", "Cube." ]
Bacon.
246
20
33
82
ChangeIt/test_videos/bacon/z26kAVjcEmk/frame_{image}.jpg
28
665
What task is being carried out in the video?
[ "I do not know what is this object.", "Wait for the action to appear.", "Rewind the video." ]
[ "Cutting.", "Frying.", "Drilling.", "Whipping." ]
Frying.
226
20
33
83
ChangeIt/test_videos/bacon/zqIbOKzy_y8/frame_{image}.jpg
0
76
What is the category of the depicted object?
[ "Rewind the video.", "I cannot answer this question.", "Wait for the object to appear." ]
[ "Cherries.", "Tortilla.", "T-shirt.", "Bacon." ]
Bacon.
30
20
3
84
ChangeIt/test_videos/bacon/zqIbOKzy_y8/frame_{image}.jpg
0
76
What action is being performed in the video?
[ "Wait for the action to appear.", "I cannot answer this question.", "Rewind the video." ]
[ "Cleaning.", "Frying.", "Installing.", "Lighting." ]
Frying.
33
20
3
85
ChangeIt/test_videos/ball/AGJTUKodEzo/frame_{image}.jpg
10
453
What is the category of the depicted object?
[ "Rewind the video.", "Wait for the object to appear.", "I cannot answer this question." ]
[ "Ball.", "Potatoes.", "Tree.", "Cherries." ]
Ball.
340
20
22
86
ChangeIt/test_videos/ball/AGJTUKodEzo/frame_{image}.jpg
3
453
What action is being performed in the video?
[ "I cannot tell.", "Wait for the action to appear.", "Rewind the video." ]
[ "Inflating.", "Rolling.", "Peeling.", "Tying." ]
Inflating.
333
20
22
87
ChangeIt/test_videos/ball/BPJ-K8lLj_E/frame_{image}.jpg
2
74
Tell me what kind of object this is.
[ "Rewind the video.", "Wait for the object to appear.", "I do not know what is this object." ]
[ "Ball.", "Tree.", "Potatoes.", "Dough." ]
Ball.
50
20
3
88
ChangeIt/test_videos/ball/BPJ-K8lLj_E/frame_{image}.jpg
1
74
What action is being performed in the video?
[ "Rewind the video.", "I do not know what is this object.", "Wait for the action to appear." ]
[ "Boiling.", "Frosting.", "Inflating.", "Removing." ]
Inflating.
31
20
3
89
ChangeIt/test_videos/ball/f2XvaUHPAd4/frame_{image}.jpg
14
382
Could you name the object in this video?
[ "Wait for the object to appear.", "Rewind the video.", "I cannot answer this question." ]
[ "Ball.", "Eggs.", "Rope.", "Shoes." ]
Ball.
14
20
19
90
ChangeIt/test_videos/ball/f2XvaUHPAd4/frame_{image}.jpg
10
382
Could you tell me what action is occurring in the video?
[ "Wait for the action to appear.", "I cannot answer this question.", "Rewind the video." ]
[ "Pouring.", "Dyeing.", "Inflating.", "Wisking." ]
Inflating.
10
20
19
91
ChangeIt/test_videos/ball/lSl0bCBn1XY/frame_{image}.jpg
3
268
Can you classify the item shown in the picture?
[ "Rewind the video.", "I do not know what is this object.", "Wait for the object to appear." ]
[ "Ball.", "Avocado.", "Tie.", "Drill." ]
Ball.
133
20
13
92
ChangeIt/test_videos/ball/lSl0bCBn1XY/frame_{image}.jpg
9
268
What is the person or object doing in the video?
[ "I cannot tell.", "Rewind the video.", "Wait for the action to appear." ]
[ "Inflating.", "Wisking.", "Drilling.", "Pouring." ]
Inflating.
113
20
13
93
ChangeIt/test_videos/ball/mRaKQmHxHog/frame_{image}.jpg
6
145
What object is present in the video?
[ "I cannot answer this question.", "Wait for the object to appear.", "Rewind the video." ]
[ "Ball.", "Candle.", "Fish.", "Plane." ]
Ball.
20
20
7
94
ChangeIt/test_videos/ball/mRaKQmHxHog/frame_{image}.jpg
1
145
What task is being carried out in the video?
[ "Rewind the video.", "Wait for the action to appear.", "I cannot tell." ]
[ "Filleting.", "Melting.", "Inflating.", "Solving." ]
Inflating.
50
20
7
95
ChangeIt/test_videos/ball/sY_9EmzNMA4/frame_{image}.jpg
0
113
What is the object's label?
[ "Rewind the video.", "Wait for the object to appear.", "I cannot answer this question." ]
[ "Pancake.", "Chocolate.", "Tortilla.", "Ball." ]
Ball.
40
20
5
96
ChangeIt/test_videos/ball/sY_9EmzNMA4/frame_{image}.jpg
2
113
Can you describe the action happening in the video?
[ "Wait for the action to appear.", "I cannot tell.", "Rewind the video." ]
[ "Inflating.", "Peeling.", "Installing.", "Melting." ]
Inflating.
52
20
5
97
ChangeIt/test_videos/ball/saBDnpGqaOw/frame_{image}.jpg
9
207
Identify the object in this video.
[ "Wait for the object to appear.", "Rewind the video.", "I cannot answer this question." ]
[ "Milk.", "Shoes.", "Rope.", "Ball." ]
Ball.
99
20
10
98
ChangeIt/test_videos/ball/saBDnpGqaOw/frame_{image}.jpg
7
207
What kind of activity is shown in the video?
[ "Rewind the video.", "I cannot answer this question.", "Wait for the action to appear." ]
[ "Grinding.", "Inflating.", "Starting.", "Opening." ]
Inflating.
77
20
10
99
ChangeIt/test_videos/ball/uyyt7KAAKK0/frame_{image}.jpg
7
186
What is the object's label?
[ "Rewind the video.", "Wait for the object to appear.", "I do not know what is this object." ]
[ "Weed.", "Plane.", "Rope.", "Ball." ]
Ball.
169
20
9
End of preview. Expand in Data Studio

This is the benchmark associated with submission 1331 at NeurIPS 2025 - Dataset and Benchmarks track. The benchmark is intended to be used with the proposed submission environments (see the source code). The .jsonl files do not contain proper image paths but rather image path templates, as each .jsonl entry is a sample, and each sample corresponds to a different environment with its own images. See the submitted code README for information about dataset downloading and preprocessing, and to re-run the evaluations.

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