Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs

Yining Hong, Huang Huang, Manling Li +4

Embodied LLMs endow robots with high-level task reasoning, but they cannot reflect on what went wrong or why, turning deployment into a sequence of independent trials where mistake…