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Retrieval-augmented generation - Wikipedia Retrieval-augmented generation Retrieval-augmented generation (RAG) is a technique that enables large language models (LLMs) to retrieve and incorporate new information from external data sources [1] With RAG, LLMs do not respond to user queries until they refer to a specified set of documents