Update README.md

README.md

@@ -5,7 +5,7 @@ base_model:
 pipeline_tag: image-text-to-text
 ---
 
-  <a href="" target="_blank">
+  <a href="https://arxiv.org/pdf/2607.01191v1" target="_blank">
       <img alt="arXiv" src="https://img.shields.io/badge/arXiv-Perceive--to--Reason-red?logo=arxiv" height="20" />
   </a>
   <a href="https://github.com/ZJU-REAL/Perceive-to-Reason" target="_blank">
@@ -17,7 +17,7 @@ pipeline_tag: image-text-to-text
 
 # P2R-8B
 
-This repository contains the P2R-8B, introduced in [Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning]().
+This repository contains the P2R-8B, introduced in [Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning](https://arxiv.org/pdf/2607.01191v1).
 
 ## Model Description
 
@@ -45,4 +45,13 @@ For the full two-stage P2R inference pipeline, please refer to our [code reposit
 ## Citation
 
 ```bibtex
+@misc{li2026perceivetoreasondecouplingperceptionreasoning,
+      title={Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning}, 
+      author={Hongxing Li and Xiufeng Huang and Dingming Li and Wenjing Jiang and Zixuan Wang and Haolei Xu and Hanrong Zhang and Haiwen Hong and Longtao Huang and Hui Xue and Weiming Lu and Jun Xiao and Yueting Zhuang and Yongliang Shen},
+      year={2026},
+      eprint={2607.01191},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2607.01191}, 
+}
 ```