@inproceedings{zhang-etal-2026-proactis, title = "{P}ro{A}ct{IS}: Boosting {LLM}s' Proactive Information Seeking in Dynamic Clinical Workflows with a Lightweight Exam Proposer", author = "Zhang, Ruiyang and Feng, Yushi and Peng, Liang and Yu, Lequan", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.462/", pages = "9693--9709", ISBN = "979-8-89176-462-0" }