@inproceedings{mao-etal-2026-historical, title = "From Historical Queries to Actionable Rubrics: Category-Aware Rubric Generation for Local-Life {AI} Search", author = "Mao, Jiale and Zhang, Fuwei and Xi, Dongbo and Chen, Zhen and Yang, Yifan and Yan, Peng and Zhang, Zhao and Zhuang, Fuzhen", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.65/", pages = "1091--1110", ISBN = "979-8-89176-460-6" }