@inproceedings{liu-etal-2026-mitigating, title = "Mitigating Judgment Preference Bias in Large Language Models through Group-Based Polling", author = "Liu, Shuliang and Xu, Zhipeng and Liu, Zhenghao and Yan, Yukun and Yu, Minghe and Gu, Yu and Chen, Chong and Xie, Huiyuan and Yu, Ge", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.71/", pages = "1448--1464", ISBN = "979-8-89176-395-1" }