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Understanding Retrieval-Augmented Generation (RAG) in AI

  • Retrieval-Augmented Generation (RAG) is a transformative approach in AI that enhances the performance of large language models.
  • RAG connects language models to dynamic knowledge bases, enabling real-time, domain-specific responses.
  • RAG mitigates issues such as hallucination and outdated responses, ensuring accurate and relevant information retrieval.
  • The RAG framework operates through indexing, retrieval, and generation phases to integrate knowledge with language model outputs.

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