Deep Learning Retrieval Augmented Generation (Concepts) The RAG concept was first introduced in the paper "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks" by Patrick Lewis and team at Facebook AI Research, which caught the attention of AI developers and industrial scientists.