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From Local to Global: A Graph RAG Approach

arxiv.org
April 22, 2024

The original GraphRAG research paper detailing the methodology for transitioning from local document retrieval to global graph-based understanding. The paper introduces community detection algorithms and hierarchical summarization techniques that enable reasoning over entire document collections.

Why it matters: This foundational paper establishes the theoretical framework for GraphRAG and provides empirical evidence of its effectiveness on complex analytical tasks.

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graphragresearchpaper

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