@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},
doi = {10.18653/2026.findings-emnlp.825},
url = {https://doi.org/10.18653/2026.findings-emnlp.825},
}
Chen, Zhixun et al. (2026). TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation. Findings of the Association for Computational Linguistics: EMNLP 2026. https://doi.org/10.18653/2026.findings-emnlp.825
Chen, Zhixun, et al.. "TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation." Findings of the Association for Computational Linguistics: EMNLP 2026, 2026, https://doi.org/10.18653/2026.findings-emnlp.825.
Chen, Zhixun, et al.. "TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation." Findings of the Association for Computational Linguistics: EMNLP 2026 (2026). https://doi.org/10.18653/2026.findings-emnlp.825
Chen, Zhixun et al., 2026. TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation. Findings of the Association for Computational Linguistics: EMNLP 2026. Available at: <https://doi.org/10.18653/2026.findings-emnlp.825>.
TY - JOUR
TI - TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation
AU - Chen, Zhixun
AU - Li, Ming
AU - Liu, Anjie
AU - Zhang, Xiaoyuan
AU - Dai, Quanyu
AU - Chen, Huangxun
PY - 2026
JO - Findings of the Association for Computational Linguistics: EMNLP 2026
DO - 10.18653/2026.findings-emnlp.825
UR - https://doi.org/10.18653/2026.findings-emnlp.825
ER -