TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision

This paper proposes TRAD, a novel LLM agent achieving step-wise relevant demonstration selection to enhance sequential decision making ability with Thought Retrieval and Aligned Decision.

Paper Link: Click here for our paper.
GitHub repo: Click here for our codes.