Advances in Graph-Enhanced Retrieval-Augmented Generation Frameworks

Modern GraphRAG frameworks like Fast GraphRAG, LightRAG, and KET-RAG utilize graph structures to improve retrieval accuracy and cost-efficiency. Tools like StructRAG, HippoRAG 2, and G-reasoner further enhance LLM reasoning through structured memory and unified graph models.