1 min read
GraphRAG: Combining Knowledge Graphs with Retrieval-Augmented Generation
GraphRAG excels when your questions involve multi-hop reasoning, relationship discovery, or when entity connections matter more than document similarity.
Knowledge Graphs
5 articles
1 min read
Building Knowledge Graphs with Azure OpenAI and Neo4j
Graph RAG significantly improves answers for questions involving relationships, hierarchies, and multi-hop reasoning.
1 min read
GraphRAG Implementation: Combining Graphs with Retrieval
GraphRAG excels at complex questions requiring synthesis across multiple documents.
1 min read
Knowledge Graphs and AI: Building Intelligent Data Structures
Knowledge graphs add structured reasoning capabilities to AI applications.
7 min read
GraphRAG 1.x: When Global Search Justifies the Indexing Bill
How Microsoft's GraphRAG 1.x builds a knowledge graph, what local, global and DRIFT search do, and when its indexing cost is worth paying over vector RAG.