Graph RAG Math

Why it matters

Graph RAG handles relational reasoning. Understanding shapes advanced RAG.

The architecture

Extract entities + relations.

Build graph.

Community detection + summaries.

Retrieve via graph traversal + text.

How it works end to end

Microsoft GraphRAG paper.

Community detection for summaries.

Local + global queries supported.