Finding Where the Buck Stops: An Automated Failure Attribution-Based Reflection Framework for Multi-Agent Collaboration
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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.
Source: paper-fixed:Sections 4.6-4.8; Figures 6 and 7; PDF pages 8-9
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