This model is part of the ARENA framework, which improves the reasoning ability and interpretability of retrieval-augmented generation (RAG) by reinforcement learning with adaptive rewards.
For instructions on how to use the model and more implementation details, please refer to our GitHub repository:
1@article{ren2025effective,
2 title={Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision Traceability},
3 author={Ren, Jingyi and Xu, Yekun and Wang, Xiaolong and Li, Weitao and Ma, Weizhi and Liu, Yang},
4 journal={arXiv preprint arXiv:2505.13258},
5 year={2025}
6}
Feel free to reach out via GitHub issues if you encounter any problems or have questions!