@inproceedings{qin-etal-2025-maps, title = "{MAPS}: Motivation-Aware Personalized Search via {LLM}-Driven Consultation Alignment", author = "Qin, Weicong and Xu, Yi and Yu, Weijie and Shen, Chenglei and He, Ming and Fan, Jianping and Zhang, Xiao and Xu, Jun", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.152/", pages = "3039--3051", ISBN = "979-8-89176-251-0" }