@chase_ai_: GraphRAG and LightRAG are advanced Retrieval-Augmented Generation (RAG) frameworks that use knowledge graphs to improve the quality of responses from large language models (LLMs). While traditional RAG systems retrieve isolated text snippets, these frameworks leverage the relationships between entities to provide a more contextual and comprehensive answer.