Update README.md

README.md

@@ -1,3 +1,42 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+language:
+- en
+- zh
+base_model:
+- Qwen/Qwen2.5-Math-7B-Instruct
+---
+
+# URSA-8B
+
+**URSA-8B** is the first small-sized MLLM specifically focused on Chain-of-thought multimodal mathematical reasoning.
+
+# Installation
+
+```python
+from huggingface_hub import snapshot_download
+
+repo_id = "URSA-MATH/URSA-RM-8B"
+local_dir = YOUR_LOCAL_PATH  
+
+snapshot_path = snapshot_download(
+    repo_id=repo_id,
+    local_dir=local_dir,
+    revision="main", 
+    cache_dir=None, 
+)
+```
+# Inference
+We have adapted vLLM for URSA-8B. Please refer to the [GitHub](https://github.com/URSA-MATH/URSA-MATH) repository for quick inference implementation.
+
+# Citation
+
+If you find our paper, model, or data helpful, please give this repo a star 🌟 and cite our article ✏️.
+```
+@article{luo2025ursa,
+  title={URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics},
+  author={Luo, Ruilin and Zheng, Zhuofan and Wang, Yifan and Yu, Yiyao and Ni, Xinzhe and Lin, Zicheng and Zeng, Jin and Yang, Yujiu},
+  journal={arXiv preprint arXiv:2501.04686},
+  year={2025}
+}
+```