@inproceedings{wang-etal-2026-serm, title = "{SERM}: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams", author = "Wang, Chenglong and Li, Canjia and Zhu, Xingzhao and Huo, Yifu and Wang, Huiyu and Lin, Weixiong and Yang, Yun and He, Qiaozhi and Zhou, Tian Hua and Changxiaojia and Zhu, JingBo and Xiao, Tong", 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.823/", pages = "16687--16706", ISBN = "979-8-89176-395-1" }