@inproceedings{li-etal-2026-agent, title = "When and How Should an Agent Clarify? {CIGA}sk: Teaching {LLM}s to Clarify via Counterfactual Information Gain", author = "Li, Yunxiang and Wu, Xixin and Meng, Helen M.", 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.314/", pages = "6634--6646", ISBN = "979-8-89176-462-0" }