Thinking with Programming Vision: Towards a Unified View for Thinking with Images
Paper
•
2512.03746
•
Published
•
16
data_source
stringclasses 1
value | prompt
listlengths 1
1
| images
listlengths 1
1
| ability
stringclasses 1
value | env_name
stringclasses 1
value | reward_model
dict | extra_info
dict |
|---|---|---|---|---|---|---|
hiertext
| [{"content":"<image>\nWhat is the shortest word on the line that starts with the text \"LANDSCAPE...(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "park",
"style": "model"
}
| {"answer":"park","bbox":[1060,82,1072,286],"dataset_name":"hiertext","index":0,"question":"What is t(...TRUNCATED)
|
hiertext
| [{"content":"<image>\nWhat is the full text of the paragraph concluding with the phrase \"...you gre(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
| {"ground_truth":"Lowering (-) the final ratio gives you more acceleration, increasing it (+) gives y(...TRUNCATED)
| {"answer":"Lowering (-) the final ratio gives you more acceleration, increasing it (+) gives you gre(...TRUNCATED)
|
hiertext
| [{"content":"<image>\nHow many times does the word 'the' appear in the paragraph concluding with the(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "2",
"style": "model"
}
| {"answer":"2","bbox":[680,992,742,1291],"dataset_name":"hiertext","index":2,"question":"How many tim(...TRUNCATED)
|
hiertext
| [{"content":"<image>\nHow many times does the word 'and' appear in the paragraph that starts with \"(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "1",
"style": "model"
}
| {"answer":"1","bbox":[26,516,143,538],"dataset_name":"hiertext","index":3,"question":"How many times(...TRUNCATED)
|
hiertext
| [{"content":"<image>\nWhat is the longest word on the line beginning with the phrase \"Long, NATIONA(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "GEOGRAPHIC",
"style": "model"
}
| {"answer":"GEOGRAPHIC","bbox":[1200,92,1498,104],"dataset_name":"hiertext","index":4,"question":"Wha(...TRUNCATED)
|
hiertext
|
[
{
"content": "<image>\nTranscribe the line that starts with the text \"to...\".",
"role": "user"
}
] | [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "to set it looks like local heroes are",
"style": "model"
}
| {"answer":"to set it looks like local heroes are","bbox":[44,802,58,1030],"dataset_name":"hiertext",(...TRUNCATED)
|
hiertext
| [{"content":"<image>\nApproximately how many words are in the paragraph opening with the words \"2 F(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "9",
"style": "model"
}
| {"answer":"9","bbox":[348,402,654,417],"dataset_name":"hiertext","index":6,"question":"Approximately(...TRUNCATED)
|
hiertext
| [{"content":"<image>\nWhat is the longest word on the line beginning with the phrase \"Flickr:...\"?(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "Flickr:",
"style": "model"
}
| {"answer":"Flickr:","bbox":[1132,662,1142,783],"dataset_name":"hiertext","index":7,"question":"What (...TRUNCATED)
|
hiertext
| [{"content":"<image>\nWhat is the shortest word on the line that starts with the text \"FOR MEMBERS.(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "OF",
"style": "model"
}
| {"answer":"OF","bbox":[146,736,251,743],"dataset_name":"hiertext","index":8,"question":"What is the (...TRUNCATED)
|
hiertext
| [{"content":"<image>\nWhat is the shortest word on the line beginning with the phrase \"America's...(...TRUNCATED)
| [{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsI(...TRUNCATED)
|
hiertext
|
hiertext
|
{
"ground_truth": "Most",
"style": "model"
}
| {"answer":"Most","bbox":[1197,741,1395,752],"dataset_name":"hiertext","index":9,"question":"What is (...TRUNCATED)
|
End of preview. Expand
in Data Studio
MVToolBench: Benchmarking Multiple Tool Usage
Thinking with Programming Vision: Towards a Unified View for Thinking with Images
Dataset Details
An example:
extra_info:
{
'answer': 'park',
'bbox': [1060, 82, 1072, 286],
'dataset_name': 'hiertext',
'index': 0,
'question': 'What is the shortest word on the line that starts with the text "LANDSCAPE..."?',
'split': 'train',
'transform': ['crop', 'rotate_90']
}
prompt:
[{
'content': '<image>\nWhat is the shortest word on the line that starts with the text "LANDSCAPE..."?',
'role': 'user'
}]
The red box (in extra_info bbox) is the answer region.
Citation
If you find the dataset useful, please cite the paper:
@article{guo2025thinking,
title={Thinking with Programming Vision: Towards a Unified View for Thinking with Images},
author={Guo, Zirun and Hong, Minjie and Zhang, Feng and Jia, Kai and Jin, Tao},
journal={arXiv preprint arXiv:2512.03746},
year={2025}
}
- Downloads last month
- 37
Size of downloaded dataset files:
63.5 MB
Size of the auto-converted Parquet files:
63.5 MB
Number of rows:
426