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  1. What is RAG? - Retrieval-Augmented Generation AI Explained - AWS

    Retrieval-Augmented Generation (RAG) is the process of optimizing the output of a large language model, so it references an authoritative knowledge base outside of its training data …

  2. Retrieval-augmented generation - Wikipedia

    Retrieval-augmented generation (RAG) enhances large language models (LLMs) by incorporating an information-retrieval mechanism that allows models to access and utilize additional data …

  3. What is Retrieval-Augmented Generation (RAG) - GeeksforGeeks

    Oct 8, 2025 · Retrieval-Augmented Generation (RAG) is an advanced AI framework that combines information retrieval with text generation models like GPT to produce more accurate …

  4. What is retrieval-augmented generation (RAG)?

    Nov 12, 2024 · Traditional RAG models typically retrieve isolated facts from unstructured data sources. In contrast, Graph RAG leverages structured data from knowledge graphs, enabling it …

  5. Simple RAG Explained: A Beginner’s Guide to Retrieval …

    RAG stands for Retrieval-Augmented Generation. Think of it as giving your AI a specific relevant documents (or chunks) that it can quickly scan through to find relevant information before …

  6. What Is Retrieval-Augmented Generation aka RAG? - NVIDIA Blogs

    Jan 31, 2025 · Retrieval-augmented generation (RAG) is a technique for enhancing the accuracy and reliability of generative AI models with facts fetched from external sources.

  7. RAG Definition & Meaning - Merriam-Webster

    The meaning of RAG is a waste piece of cloth. How to use rag in a sentence.

  8. What is RAG: Definition, use cases, and how to implement it

    Jan 16, 2025 · Efficient, right? This is how Retrieval-Augmented Generation (RAG) works. Think of RAG as the AI equivalent of that brilliant librarian who doesn’t just know where to look for …

  9. What is retrieval-augmented generation, and what does it do for ...

    Apr 4, 2024 · One of the hottest topics in AI right now is RAG, or retrieval-augmented generation, which is a retrieval method used by some AI tools to improve the quality and relevance of their …

  10. What is Retrieval-Augmented Generation (RAG)?

    RAG (Retrieval-Augmented Generation) is an AI framework that combines the strengths of traditional information retrieval systems (such as search and databases) with the capabilities …