Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection

MingShan Liu, Jialing Fang

Large language models (LLMs) have demonstrated strong mathematical reasoning capabilities but remain susceptible to hallucinations producing plausible yet incorrect statements espe…