docs: update README.md

README.md

@@ -55,10 +55,10 @@ Primarily handles Chinese and English responses while remaining compatible with
 ## 📚 Citation
 
 ```bibtex
-@misc{xverify_25_github,
-    author = {Ding Chen and Qingchen Yu and Bo Tang and Feiyu Xiong and Zhiyu Li},
-    title = {xVerify: Efficient Answer Verifier for Large Language Model Evaluations},
-    url = {https://github.com/IAAR-Shanghai/xVerify},
-    year={2025}
+@article{xVerify,
+      title={xVerify: Efficient Answer Verifier for Reasoning Model Evaluations}, 
+      author={Ding Chen and Qingchen Yu and Pengyuan Wang and Wentao Zhang and Bo Tang and Feiyu Xiong and Xinchi Li and Minchuan Yang and Zhiyu Li},
+      journal={arXiv preprint arXiv:2504.10481},
+      year={2025},
 }
 ```