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- Welcome - GraphRAG
Retrieval-Augmented Generation (RAG) is a technique to improve LLM outputs using real-world information This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique, which we call Baseline RAG
- GitHub - microsoft graphrag: A modular graph-based Retrieval-Augmented . . .
The GraphRAG project is a data pipeline and transformation suite that is designed to extract meaningful, structured data from unstructured text using the power of LLMs
- What is GraphRAG?. Advanced RAG using Knowledge Graphs and . . . - Medium
Recently, a new advancement to improve naive RAG is introduced called GraphRAG which uses Knowledge Graphs over Vector DBs for finding relevant information from external documents when a user
- GraphRAG: Unlocking LLM discovery on narrative private data
Microsoft is transforming retrieval-augmented generation with GraphRAG, using LLM-generated knowledge graphs to significantly improve Q A when analyzing complex information and consistently outperforming baseline RAG Get the details
- GraphRAG with a Knowledge Graph
What is a Knowledge Graph? Concepts Learn key GraphRAG concepts and how they fit together How-to Guides Goal focused guides, from data preparation to retrieval Research Foundational research papers about GraphRAG Glossary Common terminology and names used within GraphRAG Brought to you by Where am I?
- The Future of AI: GraphRAG – A better way to query interlinked . . .
GraphRAG is an advanced version of RAG that utilizes graph-based retrieval mechanisms, enhancing the generation process by capturing richer, more contextual information GraphRAG improves over vector RAG in the following ways
- What is GraphRAG? | GraphRAG. org
GraphRAG represents a novel approach to Retrieval-Augmented Generation (RAG) by integrating knowledge graphs with large language models (LLMs) This system addresses the limitations of traditional RAG implementations, offering a more sophisticated solution for information retrieval and generation
- What is GraphRAG? - GeeksforGeeks
GraphRAG presents a fresh solution that merges graph technology with state-of-the-art retrieval methods to deliver responses that are deeply insightful and precisely aligned with context What is GraphRAG In this article, we’ll look at what GraphRAG is, how it differs from basic RAG models, and what makes it so successful
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