作者位次 #6/8ACL 2026Findings· Findings of ACL
SGA - MCTS : Decoupling Planning from Execution via Training-Free Atomic Experience Retrieval
Xin Xie · Dongyun Xue · Wuguannan Yao · Mingxiao Feng · Wengang Zhou · Xiang Qi · Houqiang Li · Peng Zhang
摘要
LLM-powered systems require complex multi-step decision-making abilities to solve real-world tasks, yet current planning approaches face a trade-off between the high latency of inference-time search and the limited generalization of supervised fine-tuning. To address this limitation, we introduce...