Graph-based Retrieval-Augmented Generation for enhanced context and relationship understanding. Core Idea Graph RAG represents knowledge as a structured graph (entities and relationships) rather than flat document chunks, enabling multi-hop reasoning and relationship-aware retrieval. Mathematical Foundation Traditional …

Neo4j graph database queries, algorithms, and vector search capabilities. Docker Setup 1version: '3.8' 2 3services: 4 neo4j: 5 image: neo4j:5 6 container_name: neo4j 7 environment: 8 NEO4J_AUTH: neo4j/password 9 NEO4J_PLUGINS: '["apoc", "graph-data-science"]' 10 …