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Graph Knowledge Indexing · Awesome GitHub Repositories

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Awesome GitHub RepositoriesGraph Knowledge Indexing

Methods for structuring knowledge as interconnected nodes and relationships to improve semantic retrieval.

Distinguishing note: Focuses on graph-based semantic structures rather than flat vector embeddings.

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  • NirDiamant/RAG_Techniques

    NirDiamant/RAG_Techniques

    25,455View on GitHub↗

    This repository serves as a comprehensive knowledge base and toolkit for Retrieval-Augmented Generation (RAG). It provides a structured collection of interactive tutorials and code-based demonstrations designed to help developers optimize the accuracy and relevance of large language model responses by connecting them to external data sources. The project distinguishes itself by offering hands-on implementations of advanced search architectures and retrieval strategies. It covers complex workflows such as multi-stage reranking, contextual compression, and self-corrective feedback loops, which

    Organizes data into interconnected nodes to capture complex semantic dependencies.

    Jupyter Notebookailangchainllama-index
    25,455View on GitHub↗