作者位次 #3/5ACL 2026Findings· Findings of ACL
Bridging Reasoning and Action: Hybrid LLM – RL Framework for Efficient Cross-Domain Task-Oriented Dialogue
Yangyang Zhao · Linfan Dai · Li Cai · Bowen Xing · Libo Qin
摘要
Cross-domain task-oriented dialogue requires reasoning over implicit and explicit feasibility constraints while planning long-horizon, multi-turn actions. Large language models (LLMs) can infer such constraints but are unreliable over long horizons, while Reinforcement learning (RL) optimizes lon...