@inproceedings{shi-etal-2026-judgeagent, title = "{J}udge{A}gent: Beyond Static Benchmarks for Knowledge-Driven and Dynamic {LLM} Evaluation", author = "Shi, Zhichao and Jiang, Xuhui and Xu, Chengjin and Yao, Cangli and Ma, Shengjie and Shen, Yinghan and Li, Zixuan and Guo, Jian and Wang, Yuanzhuo", 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.634/", pages = "13004--13030", ISBN = "979-8-89176-395-1" }