Xiaogang Ouyang

RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents

In recent years, with the rapid development of large language models (LLMs), LLM-based agents have achieved remarkable progress across a wide range of tasks. However, reasoning inconsistencies in LLMs still significantly limit the performance of agents in complex decision-making scenarios. Cognitive