Medical Reasoning with Large Language Models: A Survey and MR-Bench

This paper presents a comprehensive review of medical reasoning with Large Language Models (LLMs), conceptualizing it as an iterative process of abduction, deduction, and induction. It organizes existing methods into seven technical routes and conducts a unified cross-benchmark evaluation of representative models.