Update README.md

README.md

@@ -18,7 +18,7 @@ pipeline_tag: text-generation
     </span>
   </a>
   <span style="margin:0 .75em;opacity:.6;">•</span>
-  <a href="https://github.com/UbiquantAI/Fleming-R1/blob/main/paper/Fleming-R1.pdf" aria-label="Paper">📑&nbsp;Paper</a>
+  <a href="https://arxiv.org/abs/2509.15279" aria-label="Paper">📑&nbsp;Paper</a>
 </p>
 
 ## Highlights
@@ -110,10 +110,13 @@ In medical scenarios, results must be reviewed and approved by qualified profess
 ## 📚 Citation
 
 ```bibtex
-@misc{fleming-r1,
-  title         = {Fleming-R1: Toward Expert-Level Medical Reasoning via Reinforcement Learning},
-  author        = {Chi Liu and Derek Li and Yan Shu and Robin Chen and Derek Duan and Teng Fang and Bryan Dai},
-  year          = {2025},
-  url           = {https://github.com/UbiquantAI/Fleming-R1/blob/main/paper/Fleming-R1.pdf},
+@misc{flemingr1,
+      title={Fleming-R1: Toward Expert-Level Medical Reasoning via Reinforcement Learning}, 
+      author={Chi Liu and Derek Li and Yan Shu and Robin Chen and Derek Duan and Teng Fang and Bryan Dai},
+      year={2025},
+      eprint={2509.15279},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2509.15279}, 
 }
 ```