LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought

The article introduces the Pedagogical Chain-of-Thought (PedCoT), a novel prompting strategy inspired by educational theory, designed to improve large language models' ability to accurately detect reasoning mistakes, especially in mathematical tasks. This approach significantly enhances mistake identification performance, laying the groundwork for more reliable self-correction and automated math grading in LLMs.