Saturday May 04, 2024

GraphRAG: LLM-Derived Knowledge Graphs for RAG

Watch my colleague Jonathan Larson present on GraphRAG!


GraphRAG is a research project from Microsoft exploring the use of knowledge graphs and large language models for enhanced retrieval augmented generation. It is an end-to-end system for richly understanding text-heavy datasets by combining text extraction, network analysis, LLM prompting, and summarization.


For more details on GraphRAG check out aka.ms/graphrag


Read the blogpost: https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/


Check out the arxiv paper: https://arxiv.org/abs/2404.16130


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