GraphRAG: Powering Up LLMs with Knowledge Graphs

Watch a 49-minute technical talk from the Data Science Festival Oktoberfest 2024 event exploring how GraphRAG enhances large language models (LLMs) by incorporating knowledge graphs. Discover the limitations of traditional LLMs and vector-only RAG approaches while learning how GraphRAG improves factual accuracy, reasoning abilities, and complex information handling. Follow along as Siddhant Agarwal from Neo4j demonstrates real-world applications using the SEC EDGAR dataset, comparing GraphRAG's effectiveness to vector-only methods. Gain high-level insights into how enterprise data can be leveraged through knowledge graphs to give LLMs a deeper understanding of information relationships and improve their overall performance in tasks like question answering, document analysis, and chatbot development.