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TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation

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Chen, Zhixun,Li, Ming,Liu, Anjie,Zhang, Xiaoyuan,Dai, Quanyu,Chen, Huangxun
Findings of the Association for Computational Linguistics: EMNLP 2026
published

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Cite this paper

@article{zhixun2026,
  title = {TurnFlow: 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},
  journal = {Findings of the Association for Computational Linguistics: EMNLP 2026},
  year = {2026},
  month = {Jan},
}