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---
license: mit
base_model:
- CodeGoat24/UnifiedReward-2.0-qwen3vl-2b
---
## Model Summary
`UnifiedReward-Think-qwen3vl-2b` is the first unified multimodal CoT reward model, capable of multi-dimensional, step-by-step long-chain reasoning for both visual understanding and generation reward tasks.
For further details, please refer to the following resources:
- πŸ“° Paper: https://arxiv.org/pdf/2505.03318
- πŸͺ Project Page: https://codegoat24.github.io/UnifiedReward/think
- πŸ€— Model Collections: https://huggingface.co/collections/CodeGoat24/unifiedreward-models-67c3008148c3a380d15ac63a
- πŸ€— Dataset Collections: https://huggingface.co/collections/CodeGoat24/unifiedreward-training-data-67c300d4fd5eff00fa7f1ede
- πŸ‘‹ Point of Contact: [Yibin Wang](https://codegoat24.github.io)
πŸš€ All inference code is provided at [Github](https://github.com/CodeGoat24/UnifiedReward/tree/main/UnifiedReward-Think/inference_qwen/UnifiedReward-Think-qwen3vl-inference).
## Citation
```
@article{unifiedreward-think,
title={Unified multimodal chain-of-thought reward model through reinforcement fine-tuning},
author={Wang, Yibin and Li, Zhimin and Zang, Yuhang and Wang, Chunyu and Lu, Qinglin and Jin, Cheng and Wang, Jiaqi},
journal={arXiv preprint arXiv:2505.03318},
year={2025}
}
```