@inproceedings{wang-etal-2024-math, title = "Math-Shepherd: Verify and Reinforce {LLM}s Step-by-step without Human Annotations", author = "Wang, Peiyi and Li, Lei and Shao, Zhihong and Xu, Runxin and Dai, Damai and Li, Yifei and Chen, Deli and Wu, Yu and Sui, Zhifang", editor = "Ku, Lun-Wei and Martins, Andre and Srikumar, Vivek", booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", month = aug, year = "2024", address = "Bangkok, Thailand", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2024.acl-long.510/", doi = "10.18653/v1/2024.acl-long.510", pages = "9426--9439" }