Thursday, February 15, 2024

AI: GraphRAG: LLM + Semantic Schema

 GraphRAG: Unlocking LLM discovery on narrative private data - Microsoft Research

Retrieval-Augmented Generation (RAG) is a technique to search for information based on a user query and provide the results as reference for an AI answer to be generated. This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique. GraphRAG uses LLM-generated knowledge graphs to provide substantial improvements in question-and-answer performance when conducting document analysis of complex information.

There is an implicit "graph" that exists within an LLM, though the connections are not typically labeled... | LinkedIn by Kurt Cagle -

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