Boost LLM Results: When to Use Knowledge Graph RAG

Retrieval-augmented generation (RAG) systems sometimes fail to go deep enough into document sets, leading to shallow or incorrect responses. Using knowledge graphs can enhance RAG systems by connecting related documents more effectively. This method is especially useful for legal documents, technical documentation, research publications, and interconnected websites. Knowledge graphs use well-defined connections like HTML links, specialized keywords, and document structures to improve information retrieval and accuracy.