@misc{wang2024offline, title={Offline Reinforcement Learning for LLM Multi-Step Reasoning}, author={Huaijie Wang and Shibo Hao and Hanze Dong and Shenao Zhang and Yilin Bao and Ziran Yang and Yi Wu}, year={2024}, eprint={2412.16145}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2412.16145} }