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Open-Source Colab Notebooks to Implement Advanced RAG Techniques

This repository contains various advanced techniques for Retrieval-Augmented Generation (RAG) systems. While these techniques are essential for improving performance, their implementation requires a lot of effort and testing!

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  1. Demystifying Advanced RAG Pipelines

    github.com

    An LLM-powered advanced RAG pipeline built from scratch

    Hacker News131점

  2. SpRAG

    github.com

    Open-source RAG implementation for challenging real-world tasks

    Hacker News69점

  3. Cognita

    github.com

    open-source RAG framework for modular applications

    Hacker News142점

  4. How we leapfrogged traditional vector based RAG with a 'language map'

    twitter.com

    TL;DR: Vector-based RAG performs poorly for many real-world applications like codebase chats, and you should consider 'language maps'.

    Hacker News162점

  5. Tonic Validate Metrics

    github.com

    an open-source RAG evaluation metrics package

    Hacker News40점