ALucek/GraphRAG-Breakdown

Implements entity extraction and relationship inference using LLMs to automatically construct knowledge graphs from unstructured text, enabling multi-hop reasoning and traversal along semantic relationship paths. Compares graph-based retrieval against traditional vector similarity approaches through practical examples, leveraging Microsoft's GraphRAG framework to demonstrate how structured knowledge representations handle complex queries better than chunk-based RAG systems.

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