Xiao-Ling Shu

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

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 traceability, and high updating costs in knowledge-in...