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GraphRAG: LLM-Derived Knowledge Graphs for RAG

Alex Chao 145,970 lượt xem 11 months ago
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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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