Update README.md

README.md

@@ -9,7 +9,7 @@ base_model:
 
 # 🧩 ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization
 
-<a href="https://arxiv.org/pdf/2502.06205"><img src="https://img.shields.io/badge/Paper-arXiv-d63031?logo=arxiv&logoColor=white"></a>
+<a href="https://arxiv.org/pdf/2510.24592"><img src="https://img.shields.io/badge/Paper-arXiv-d63031?logo=arxiv&logoColor=white"></a>
 <a href="https://huggingface.co/collections/GuoxinChen/reform"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-0984e3"></a>
 <a href="https://github.com/Chen-GX/ReForm"><img src="https://img.shields.io/badge/GitHub-ReForm-black?logo=github"></a>
 
@@ -65,10 +65,13 @@ More Details please refer to our [Github Repo](https://github.com/Chen-GX/ReForm
 If you find ReForm useful for your research, please cite:
 
 ```bibtex
-@article{chen2025reform,
-  title={ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization},
-  author={Chen, Guoxin and Wu, Jing and Chen, Xinjie and Zhao, Wayne Xin and Song, Ruihua and Li, Chengxi and Fan, Kai and Liu, Dayiheng and Liao, Minpeng},
-  journal={arXiv preprint arXiv:2502.06205},
-  year={2025}
+@misc{chen2025reform,
+      title={ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization}, 
+      author={Guoxin Chen and Jing Wu and Xinjie Chen and Wayne Xin Zhao and Ruihua Song and Chengxi Li and Kai Fan and Dayiheng Liu and Minpeng Liao},
+      year={2025},
+      eprint={2510.24592},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2510.24592}, 
 }
 ```