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  1. www.geeksforgeeks.org › what-is-retrieval-augmented-generation-ragWhat is Retrieval-Augmented Generation (RAG) - GeeksforGeeks

    Jun 11, 2024 · Retrieval-augmented generation (RAG) is an innovative approach in the field of natural language processing (NLP) that combines the strengths of retrieval-based and generation-based models to enhance the quality of generated text.

  2. aws.amazon.com › what-is › retrieval-augmented-generationWhat 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 sources before generating a response.

  3. medium.com › enterprise-rag › a-first-intro-to-complex-rag-retrieval-augmentedA first intro to Complex RAG (Retrieval Augmented Generation)

    Dec 14, 2023 · If you’re looking for a non-technical introduction to RAG, including answers to various getting-started questions and a discussion of relevant use-cases, check out our breakdown of RAG here.

  4. www.analyticsvidhya.com › blog › 2023What is Retrieval-Augmented Generation (RAG)? - Analytics Vidhya

    Sep 11, 2024 · Retrieval Augmented Generation (RAG) is a transformative concept in AI and NLP. Additionally, by harmonizing retrieval and generation components, RAG addresses the limitations of existing language models and paves the way for more intelligent and context-aware AI interactions.

  5. www.datacamp.com › blog › what-is-retrieval-augmented-generation-ragWhat is Retrieval Augmented Generation (RAG)? - DataCamp

    Jan 30, 2024 · What is RAG? RAG, or Retrieval Augmented Generation, is a technique that combines the capabilities of a pre-trained large language model with an external data source.

  6. en.m.wikipedia.org › wiki › Retrieval-augmented_generationRetrieval-augmented generation - Wikipedia

    Retrieval augmented generation (RAG) is a type of generative artificial intelligence that has information retrieval capabilities. It modifies interactions with a large language model (LLM) so that the model responds to user queries with reference to a specified set of documents, using this information in preference to information drawn from its ...

  7. dictionary.cambridge.org › dictionary › englishRAG | English meaning - Cambridge Dictionary

    RAG definition: 1. a torn piece of old cloth: 2. clothes that are old and torn: 3. a newspaper or magazine that…. Learn more.

  8. blogs.nvidia.com › blog › what-is-retrieval-auWhat Is Retrieval-Augmented Generation, aka RAG? - NVIDIA Blog

    Nov 15, 2023 · Retrieval-augmented generation (RAG) is a technique for enhancing the accuracy and reliability of generative AI models with facts fetched from external sources.

  9. www.datacamp.com › tutorial › how-to-improve-rag-performance-5-key-techniques-withHow to Improve RAG Performance: 5 Key Techniques with Examples

    Apr 12, 2024 · Despite the popularity of RAG, it doesn’t work well in all contexts. In this article, we’ll explain step-by-step how to build RAG pipelines effectively, explore the limitations of RAG, and how to address these limitations. Let’s get started!

  10. rag.gmrgroup.in › loginLogin | RAG - GMR Group

    Welcome to Airport Material & Tools Requisition, Approval and Gate Checks System (RAG) Agency Login. Please login with your Mobile No. and Password. Forgot Password? Login. Register Your Agency.

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