Why GraphRAG's Clustering Leaves Some Communities Behind

GraphRAG users may encounter communities with no parent relationships, a surprising phenomenon that stems from a fundamental principle: clusters too small to subdivide remain isolated. This reveals important limitations in hierarchical clustering that knowledge graph architects must understand when working with GraphRAG and interpreting its community structures.