Extended Data Fig. 1: Illustration of ensemble refinement.
From: Toward expert-level medical question answering with large language models

Illustration of Ensemble Refinement (ER) with Med-PaLM 2. In this approach, an LLM is conditioned on multiple possible reasoning paths that it generates to enable it to refine and improve its answer.