Update README.md

README.md

@@ -33,8 +33,7 @@ This model is fine-tuned from `RedSage-Qwen3-8B-Ins` using **Direct Preference O
 * **Developed by:** RISysLab
 * **Repository:** [GitHub](https://github.com/RISys-Lab/RedSage)
 * **Base Model:** [RISys-Lab/RedSage-Qwen3-8B-Ins](https://huggingface.co/RISys-Lab/RedSage-Qwen3-8B-Ins)
-* **Paper:** [RedSage: A Cybersecurity Generalist LLM](https://openreview.net/forum?id=W4FAenIrQ2)
-* **Arxiv:** [Arxiv](https://arxiv.org/abs/2601.22159)
+* **Paper:** [RedSage: A Cybersecurity Generalist LLM](https://openreview.net/forum?id=W4FAenIrQ2) ([arXiv](https://arxiv.org/abs/2601.22159))
 
 ## Training Lineage