Large Language Models with the Socratic Method for Efficient and Robust Reference-Free Reasoning Evaluation
Leveraging the Socratic method, we develop SOCREVAL, a novel approach for prompt design that enables large language models like GPT-4 to effectively evaluate the quality of reasoning chains without relying on human-annotated references.