PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory Refinement

PIVOT (Plan-Inspect-eVOlve Trajectories) addresses plan-execution misalignment in LLM agents using a self-supervised framework. It iteratively refines trajectories through environment interaction, demonstrating state-of-the-art performance in empirical evaluations.