Finding Where the Buck Stops: An Automated Failure Attribution-Based Reflection Framework for Multi-Agent Collaboration
尚未评估计划受阻研究发现claim-targeted-reflection-scope

Using only reasoning steps after the decisive error step produces reflection quality comparable to using the complete failure trajectory, while diagnosis, correction, and PPO each contribute to performance.

来源:paper-fixed:Sections 4.6-4.8; Figures 6 and 7; PDF pages 8-9

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