graphrag

AI Python

How to Integrate Knowledge Graphs with Python and GraphRAG

In the fast-evolving world of artificial intelligence, the combination of retrieval-augmented generation with knowledge graphs, known as GraphRAG, is redefining how we interact with complex data structures. If you’ve ever wondered how AI can become more data-conscious and contextually aware, GraphRAG offers fascinating possibilities by leveraging the connectivity and relationships inherent in knowledge graphs. Let’s […]

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AI Generative AI Large Language Models

GraphRAG Open-Source Release Announcement

GraphRAG is a research project from Microsoft exploring the use of knowledge graphs and large language models for enhanced retrieval augmented generation. It is an end-to-end system for richly understanding text-heavy datasets by combining text extraction, network analysis, LLM prompting, and summarization.

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AI Large Language Models

GraphRAG: LLM-Derived Knowledge Graphs for RAG

This video is from Alex Chao. GraphRAG is a research project from Microsoft exploring the use of knowledge graphs and large language models for enhanced retrieval augmented generation. It is an end-to-end system for richly understanding text-heavy datasets by combining text extraction, network analysis, LLM prompting, and summarization.

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