Shujie Han

From knowledge retrieval to generation: a comprehensive study of RAG's architectures, evolution, and applications

Abstract Large Language Models (LLMs) have demonstrated strong capabilities in natural language understanding, generation, and reasoning, but their reliance on static parametric knowledge still leads to knowledge staleness, hallucinations, limited domain adaptability, weak tracea...