paper1 years ago
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.
graphragresearchpaper
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