Retrospective Progress-Aware Self-Refinement for LLM Agent Training
LLM agents struggle with long-horizon tasks because they lack awareness of their own progress. RePro trains agents to gain this metacognition by using a forward-then-reflect approach. The agent first acts while estimating progress, then reflects on the final outcome to learn how to assess its step-wise performance, leading to better overall task success.