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Beyond Outcome Feedback: Trajectory-Quality-Guided Experience-based Learning

Zhang, Bingjie et al.
arXiv (All) · Papers
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Experience-based learning enables large language model (LLM) agents to improve over time by reusing knowledge from past executions. However, existing methods typically rely on final task outcomes as feedback for experience learning, overlooking the execution process and limiting their ability to eva
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