README.md

---
dataset_info:
- config_name: chinese
  features:
  - name: id
    dtype: int64
  - name: difficulty
    dtype: string
  - name: grid_image
    dtype: image
  - name: empty_grid_image
    dtype: image
  - name: key_image
    dtype: image
  - name: partial_0.25
    dtype: image
  - name: partial_0.5
    dtype: image
  - name: partial_0.75
    dtype: image
  - name: partial_grid_0.25
    dtype: string
  - name: partial_grid_0.5
    dtype: string
  - name: partial_grid_0.75
    dtype: string
  - name: puzzle_state
    dtype: string
  - name: reference_answer
    dtype: string
  splits:
  - name: 7x7
    num_bytes: 112256348.0
    num_examples: 100
  download_size: 110690847
  dataset_size: 112256348.0
- config_name: commonsenseqa
  features:
  - name: id
    dtype: int64
  - name: difficulty
    dtype: string
  - name: grid_image
    dtype: image
  - name: empty_grid_image
    dtype: image
  - name: key_image
    dtype: image
  - name: partial_0.25
    dtype: image
  - name: partial_0.5
    dtype: image
  - name: partial_0.75
    dtype: image
  - name: partial_grid_0.25
    dtype: string
  - name: partial_grid_0.5
    dtype: string
  - name: partial_grid_0.75
    dtype: string
  - name: puzzle_state
    dtype: string
  - name: reference_answer
    dtype: string
  splits:
  - name: 7x7
    num_bytes: 50695997.0
    num_examples: 50
  download_size: 49635229
  dataset_size: 50695997.0
- config_name: english
  features:
  - name: id
    dtype: int64
  - name: difficulty
    dtype: string
  - name: grid_image
    dtype: image
  - name: empty_grid_image
    dtype: image
  - name: key_image
    dtype: image
  - name: partial_0.25
    dtype: image
  - name: partial_0.5
    dtype: image
  - name: partial_0.75
    dtype: image
  - name: partial_grid_0.25
    dtype: string
  - name: partial_grid_0.5
    dtype: string
  - name: partial_grid_0.75
    dtype: string
  - name: puzzle_state
    dtype: string
  - name: reference_answer
    dtype: string
  splits:
  - name: 7x7
    num_bytes: 50750940.0
    num_examples: 100
  - name: 14x14
    num_bytes: 144557064.0
    num_examples: 100
  download_size: 431280934
  dataset_size: 195308004.0
- config_name: english_simple
  features:
  - name: id
    dtype: int64
  - name: difficulty
    dtype: string
  - name: grid_image
    dtype: image
  - name: empty_grid_image
    dtype: image
  - name: key_image
    dtype: image
  - name: partial_0.25
    dtype: image
  - name: partial_0.5
    dtype: image
  - name: partial_0.75
    dtype: image
  - name: partial_grid_0.25
    dtype: string
  - name: partial_grid_0.5
    dtype: string
  - name: partial_grid_0.75
    dtype: string
  - name: puzzle_state
    dtype: string
  - name: reference_answer
    dtype: string
  splits:
  - name: 7x7
    num_bytes: 78745737.0
    num_examples: 100
  download_size: 76652651
  dataset_size: 78745737.0
configs:
- config_name: chinese
  data_files:
  - split: 7x7
    path: chinese/7x7-*
- config_name: commonsenseqa
  data_files:
  - split: 7x7
    path: commonsenseqa/7x7-*
- config_name: english
  data_files:
  - split: 7x7
    path: english/7x7-*
  - split: 14x14
    path: english/14x14-*
- config_name: english_simple
  data_files:
  - split: 7x7
    path: english_simple/7x7-*
---
<div align="center">
<img src='logo.png'  width=300px>
<p align="center" style="font-size:28px"><b>CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation</b></p>
<p align="center">
<a href="https://arxiv.org/abs/2504.00043">[📄 Paper]</a>
<a href="https://github.com/SeanLeng1/CrossWordBench">[💻 Code]</a>
<a href="https://huggingface.co/datasets/HINT-lab/CrossWordBench">[🤗 HF Dataset]</a>
<a href="https://huggingface.co/datasets/HINT-lab/CrossWordBench-Results">[📝 Evaluation Results]</a>
</p>
</div>

## Citation
If find this benchmark useful, please consider citing with the following BibTex entry:
```
@misc{leng2025crosswordbenchevaluatingreasoningcapabilities,
      title={CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation}, 
      author={Jixuan Leng and Chengsong Huang and Langlin Huang and Bill Yuchen Lin and William W. Cohen and Haohan Wang and Jiaxin Huang},
      year={2025},
      eprint={2504.00043},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2504.00043}, 
}
```