Model-First Reasoning LLM Agents: Reducing Hallucinations through Explicit Problem Modeling

This research focuses on enhancing the reliability of Large Language Model (LLM) agents by introducing a model-first reasoning approach, which explicitly models problems to reduce hallucinations and improve factual accuracy in real-world applications.