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  1. 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 beyond their …

  2. ¿Qué es RAG (generación aumentada por recuperación)?

    La generación aumentada por recuperación (RAG) es el proceso de optimización de la salida de un modelo de lenguaje de gran tamaño, de modo que haga referencia a una base de conocimientos …

  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 and up-to-date …

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

    Retrieval augmented generation, or RAG, is an architecture for optimizing the performance of an artificial intelligence (AI) model by connecting it with external knowledge bases. RAG helps large language …

  5. A Comprehensive Survey of Retrieval-Augmented Generation (RAG ...

    Oct 3, 2024 · RAG combines retrieval mechanisms with generative language models to enhance the accuracy of outputs, addressing key limitations of LLMs. The study explores the basic architecture of …

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

    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 …

  7. What is RAG? Why Retrieval-Augmented Generation Matters

    6 days ago · Retrieval-Augmented Generation (RAG) is an AI technique that connects LLMs to external knowledge bases for accurate, cited responses from private data.

  8. Retrieval-augmented Generation (RAG) in Azure AI Search

    Jan 15, 2026 · Retrieval-augmented Generation (RAG) is a pattern that extends LLM capabilities by grounding responses in your proprietary content. While conceptually simple, RAG implementations …

  9. What is RAG (retrieval augmented generation) | McKinsey

    Oct 30, 2024 · What is retrieval-augmented generation (RAG)? Retrieval-augmented generation, or RAG, is a process applied to large language models to make their outputs more relevant for the end …

  10. RAG Retrieval Augmented Generation: Complete Guide 2025

    Jun 30, 2025 · Retrieval-Augmented Generation (RAG) is a revolutionary AI architecture that combines the power of large language models with external knowledge retrieval systems.