StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems

Taiyu Zhu, Yifan Wu, Weilin Jin +2

LLM-based multi-agent systems exhibit remarkable collaborative capabilities in complex multi-step tasks. However, these systems are highly sensitive to single-step execution errors…