Update README.md

README.md

@@ -52,7 +52,7 @@ Key features include:
 - **Fine-tuning Method**: DoRA + rsLoRA (Parameter-Efficient Fine-Tuning)
 - **Alignment**: Group Relative Policy Optimization (GRPO)
 
-<!-- For detailed methodology, training insights, and comprehensive evaluation, please refer to our [technical report](https://arxiv.org/abs/2505.09388). -->
+For detailed methodology, training insights, and comprehensive evaluation, please refer to our [technical report](https://arxiv.org/abs/2506.21594).
 
 ## Performance Results
 
@@ -220,7 +220,7 @@ Step 6: Plan immediate management - dual antiplatelet, anticoagulation, cath lab
 - Replacing clinical judgment
 - Unsupervised medical advice
 
-<!-- ## Citation
+## Citation
 
 If you find Gazal-R1 helpful in your research, please cite our work:
 
@@ -228,11 +228,11 @@ If you find Gazal-R1 helpful in your research, please cite our work:
 @article{gazal-r1-2025,
     title={Gazal-R1: Achieving State-of-the-Art Medical Reasoning with Parameter-Efficient Two-Stage Training},
     author={Ahmed M. Adly and Mostafa Samy and Amr Fawzy},
-    journal={arXiv preprint arXiv:2505.09388},
+    journal={arXiv preprint arXiv:2506.21594},
     year={2025},
-    url={https://arxiv.org/abs/2505.09388}
+    url={https://arxiv.org/abs/2506.21594}
 }
-``` -->
+```
 
 ## Model Access