@article{coldcounterfactuallyguidedlengthdebiasin, title = {CoLD: Counterfactually-Guided Length Debiasing for Process Reward Models in Mathematical Reasoning}, author = {Congmin Zheng and Jiachen Zhu and Jianghao Lin and Xinyi Dai and Weiwen Liu and Haoxuan Li and Yong Yu and Weinan Zhang and Mengyue Yang}, year = {2025}, eprint = {2507.15698}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.15698}, }