ChatSOP: An SOP-Guided MCTS Planning Framework for Controllable LLM Dialogue Agents
ChatSOP introduces an SOP-guided MCTS framework that improves LLM dialogue agents' controllability and task success by following structured operational procedures.
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ChatSOP elegantly frames dialogue control via SOP-guided MCTS, yet its search-over-script architecture lacks a simple scripted baseline and failure taxonomy, leaving its gains over guided flows unresolved.
Abstract
Zhigen Li, Jianxiang Peng, Yanmeng Wang, Yong Cao, Tianhao Shen, Minghui Zhang, Linxi Su, Shang Wu, Yihang Wu, YuQian Wang, Ye Wang, Wei Hu, Jianfeng Li, Shaojun Wang, Jing Xiao, Deyi Xiong. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2025.