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

Taiyu Zhu, Yifan Wu, Weilin Jin, Ying Li, Gang Huang
Jun 3, 2026 at 04:00
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arXiv:2606.03467v1 Announce Type: new Abstract: 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 that can propagate through agent interactions and lead to cascading failures. To understand the causes of failure and...

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