Jargonautica
Retrieval and Knowledge

GraphRAG

Also called: Graph Retrieval

Retrieval over a knowledge graph as well as over text. It shines on questions that require joining facts scattered across many documents, or summarising a whole corpus, which plain chunk retrieval handles badly because no single chunk contains the answer.

Technical view

Extracts entities and relationships into a graph, optionally clusters it into communities with generated summaries at each level, and retrieves subgraphs or community summaries rather than isolated chunks. Strong on multi-hop and global questions; weak on cost, since graph construction requires a model pass over the whole corpus, and on maintenance as documents change. Hybrid designs retrieve both graph context and raw text.


Part of AI Terminology Index, section: Retrieval and Knowledge.

How it connects

GraphRAG links to 5 other terms. The faint lines are links between those terms. See it in the full graph.

Knowledge GraphKnowledge GraphRetrieval Augmented GenerationRetrieval Augmented…ChunkingChunkingGraph Neural NetworkGraph Neural NetworkOntologyOntologyGraphRAG