Update README.md

README.md

@@ -4,4 +4,17 @@ base_model:
 ---
 ## Citing & Authors 
 
-Paper: [BRIEF-PRO: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning]()
+Paper: [BRIEF-PRO: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning](https://arxiv.org/abs/2510.13799)
+
+```
+@misc{gu2025briefprouniversalcontextcompression,
+      title={BRIEF-Pro: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning}, 
+      author={Jia-Chen Gu and Junyi Zhang and Di Wu and Yuankai Li and Kai-Wei Chang and Nanyun Peng},
+      year={2025},
+      eprint={2510.13799},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2510.13799}, 
+}
+```
+