Update README.md

README.md

@@ -80,13 +80,12 @@ For complete details on the training configuration and hyperparameters, please r
 
 ## Citation
 If you find this model useful in your research, please consider citing our paper:
-```bibtex
-@misc{ren2025knowrl,
-      title={{KnowRL}: Exploring Knowledgeable Reinforcement Learning for Factuality}, 
-      author={Baochang Ren and Shuofei Qiao and Wenhao Yu and Huajun Chen and Ningyu Zhang},
-      year={2025},
-      eprint={25xx.xxxxx},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL}
+```
+bibtex
+@article{ren2025knowrl,
+  title={{KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality}}, 
+  author={Ren, Baochang and Qiao, Shuofei and Yu, Wenhao and Chen, Huajun and Zhang, Ningyu},
+  journal={arXiv preprint arXiv:2506.19807},
+  year={2025}
 }
 ```