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URSA-RM-8B / README.md
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---
license: apache-2.0
language:
- en
- zh
base_model:
- URSA-MATH/URSA-8B
datasets:
- URSA-MATH/DualMath-1.1M
---
# URSA-8B
**URSA-RM-8B** is the first open-source, small-sized reward model that operates in multimodal mathematics.
# 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
Please refer to the [GitHub](https://github.com/URSA-MATH/URSA-MATH) repository for inference.
# Citation
If you find our paper, model, or data helpful, please give this repo a star ๐ŸŒŸ and cite our article โœ๏ธ.
```
@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}
}
```