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arXiv cs.AI · Papers

A Survey on Knowledge-Oriented Retrieval-Augmented Generation

arXiv:2503.10677v3 Announce Type: replace-cross Abstract: Retrieval-Augmented Generation (RAG) has gained significant attention in recent years for its potential to enhance natural language understanding and generation by combining large-scale retrieval systems with generative models. RAG leverages external knowledge s