Update README.md

README.md

@@ -4,4 +4,27 @@ base_model:
 tags:
 - multimodel
 - reasoning
----
+---
+
+
+### Model Sources
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** https://github.com/maifoundations/Visionary-R1
+- **Paper:** https://arxiv.org/pdf/2505.14677
+- **Blog:** https://www.maifoundations.com/blog/visionary-r1/
+
+## Uses
+You can follow the instruction of [Qwen2.5-VL](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct) to use the checkpoints.
+
+## Citation 
+
+```
+@article{xia2025visionary,
+  title={Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning},
+  author={Xia, Jiaer and Zang, Yuhang and Gao, Peng and Li, Yixuan and Zhou, Kaiyang},
+  journal={arXiv preprint arXiv:2505.14677},
+  year={2025}
+}
+```