@article{mitigatingjudgmentpreferencebiasinlargel, title = {Mitigating Judgment Preference Bias in Large Language Models through Group-Based Polling}, author = {Shuliang Liu and Zhipeng Xu and Zhenghao Liu and Yukun Yan and Minghe Yu and Yu Gu and Chong Chen and Huiyuan Xie and Ge Yu}, year = {2025}, eprint = {2510.08145}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.08145}, }