Building a knowledge graph from unstructured text with an LLM
A step-by-step guide to extracting entities and relationships from unstructured text using an LLM, storing them in a graph database, and querying the resulting knowledge graph — with practical patterns for deduplication, confidence scoring, and incremental updates
knowledge-graphllmentity-extractiongraph-databasenlp
16 July 2026