Update README.md

README.md

@@ -17,7 +17,7 @@ The model was based on the Meta's Llama-3-8B-Instruct model and fine-tuned using
 This equips the model with high-level medical reasoning capabilities required for solving complex medical problems.
 For further insights into our model, please refer to our paper!
 
-📄 **Paper**: [Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks](https://arxiv.org/abs/2404.00376) 
+📄 **Paper**: [Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks](https://www.nature.com/articles/s41746-025-01653-8) 
 
 
 ## Quick Start
@@ -188,11 +188,15 @@ Please note that the scores in MMLU-Medical were calculated based on the average
 
 Please see the information below to cite our paper.
 ```bibtex
-@article{kim2024small,
+@article{kim2025small,
   title={Small language models learn enhanced reasoning skills from medical textbooks},
-  author={Kim, Hyunjae and Hwang, Hyeon and Lee, Jiwoo and Park, Sihyeon and Kim, Dain and Lee, Taewhoo and Yoon, Chanwoong and Sohn, Jiwoong and Choi, Donghee and Kang, Jaewoo},
-  journal={arXiv preprint arXiv:2404.00376},
-  year={2024}
+  author={Kim, Hyunjae and Hwang, Hyeon and Lee, Jiwoo and Park, Sihyeon and Kim, Dain and Lee, Taewhoo and Yoon, Chanwoong and Sohn, Jiwoong and Park, Jungwoo and Reykhart, Olga and Fetherston, Thomas and Choi, Donghee and Kwak, Soo Heon and Chen, Qingyu and Kang, Jaewoo},
+  journal={npj Digital Medicine},
+  volume={8},
+  number={1},
+  pages={240},
+  year={2025},
+  publisher={Nature Publishing Group UK London}
 }
 ```
 
@@ -202,4 +206,4 @@ Research supported with Cloud TPUs from Google’s TPU Research Cloud (TRC).
 
 ## Contact
 
-Feel free to email `[email protected]` if you have any questions.
+Feel free to email `[email protected]` or `[email protected]` if you have any questions.