@inproceedings{chen-etal-2026-turnflow, title = "{T}urn{F}low: Benchmarking User-State Reasoning in Multi-Turn {LLM} Agents via Scene-Guided User Simulation", author = "Chen, Zhixun and Li, Ming and Liu, Anjie and Zhang, Xiaoyuan and Dai, Quanyu and Chen, Huangxun", 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.825/", pages = "17473--17497", ISBN = "979-8-89176-462-0" }