R1-Compress

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[NeurIPS 2025@FoRLM] R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search

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<!--# R1-Compress

The official implementation of R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search.

Code will be released soon... -->

<h1> [NeurIPS 2025@FoRLM] R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search </h1>

<a href='https://arxiv.org/abs/2505.16838'><img src='https://img.shields.io/badge/Paper-Arxiv-red'></a>

[Yibo Wang]()<sup>1</sup>,
[Li Shen]()<sup>2✉️</sup>,
[Huanjin Yao](https://scholar.google.com/citations?user=pDtsCBQAAAAJ&hl=zh-CN)<sup>1</sup>,
[Tiansheng Huang](),
[Rui Liu]()<sup>3</sup>,
[Naiqiang Tan]()<sup>3</sup>,

[Jiaxing Huang]()<sup>4</sup>,
[Kai Zhang]()<sup>1</sup>,
[Dacheng Tao]()<sup>4</sup>

<sup>1</sup>[Tsinghua University](https://www.tsinghua.edu.cn/en/), <sup>2</sup>[Sun Yat-sen University](), <sup>3</sup>[Didichuxing Co. Ltd](),  <sup>4</sup>[Nanyang Technological University](https://www.ntu.edu.sg/)
  
<sup>✉️</sup>Corresponding Author

</h5>
</div>

## News
- [x] **`Sep 23, 2025.`** R1-Compress get accepted by NeurIPS 2025@Foundations of Reasoning in Language Models Workshop!
- [x] **`May 23, 2025.`** We release our paper in [arxiv](https://arxiv.org/abs/2505.16838).

## Citation
If you find this repository is useful, please star🌟 this repo and cite🖇️ our paper.
```bibtex
@article{wang2025r1,
  title={R1-compress: Long chain-of-thought compression via chunk compression and search},
  author={Wang, Yibo and Luo, Haotian and Yao, Huanjin and Huang, Tiansheng and He, Haiying and Liu, Rui and Tan, Naiqiang and Huang, Jiaxing and Cao, Xiaochun and Tao, Dacheng and others},
  journal={arXiv preprint arXiv:2505.16838},
  year={2025}
}
```

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