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microsoft / graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system
https://microsoft.github.io/graphrag/
MIT License
17.83k stars 1.71k forks source link

General Query #403

Closed KartikeyBartwal closed 3 months ago

KartikeyBartwal commented 3 months ago

How does GraphRAG leverage knowledge graph memory structures to enhance LLM outputs, and what are the specific operational factors and settings that allow for effective and responsible use of GraphRAG, particularly in addressing its limitations and optimizing performance metrics during unstructured text transformation?

jgbradley1 commented 3 months ago

I believe the best answers to your questions are addressed in section 2 of the graphrag paper as well as our statement on responsible AI here. Let us know if you have any further questions.