Update README.md

README.md

@@ -128,15 +128,7 @@ DrugReasoner demonstrates superior performance compared to traditional baseline
 If you use DrugReasoner in your research, please cite our work:
 
 ```
-@misc{ghaffarzadehesfahani2025drugreasonerinterpretabledrugapproval,
-      title={DrugReasoner: Interpretable Drug Approval Prediction with a Reasoning-augmented Language Model}, 
-      author={Mohammadreza Ghaffarzadeh-Esfahani and Ali Motahharynia* and Nahid Yousefian and Navid Mazrouei and Jafar Ghaisari and Yousof Gheisari},
-      year={2025},
-      eprint={2508.18579},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2508.18579}, 
-}
+Ghaffarzadeh-Esfahani, M., Motahharynia, A., Yousefian, N., Mazrouei, N., Ghaisari, J., & Gheisari, Y. (2026). DrugReasoner: Interpretable drug approval prediction with a reasoning-augmented language model. PloS one, 21(2), e0342940. https://doi.org/10.1371/journal.pone.0342940
 ```
 
 ## 📜 License