RAG: Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

GPTKB entity

Predicate	Object
gptkbp:instanceOf	gptkb:academic_journal
gptkbp:affiliation	gptkb:Facebook_AI_Research
gptkbp:arXivID	2005.11401
gptkbp:author	gptkb:Mike_Lewis gptkb:Sebastian_Riedel gptkb:Patrick_Lewis gptkb:Douwe_Kiela gptkb:Fabio_Petroni gptkb:Tim_Rocktäschel gptkb:Aleksandra_Piktus gptkb:Ethan_Perez gptkb:Heinrich_Küttler gptkb:Naman_Goyal gptkb:Vladimir_Karpukhin gptkb:Wen-tau_Yih
gptkbp:citation	hundreds of papers
gptkbp:demonstrates	improved performance on entity linking improved performance on fact verification improved performance on open-domain question answering
gptkbp:field	gptkb:Natural_Language_Processing
gptkbp:focusesOn	knowledge-intensive tasks
gptkbp:hasMethod	gptkb:Retrieval-Augmented_Generation_(RAG)
https://www.w3.org/2000/01/rdf-schema#label	RAG: Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
gptkbp:impact	popularized retrieval-augmented generation in NLP
gptkbp:method	hybrid retrieval-generation model
gptkbp:openSource	yes
gptkbp:publicationYear	2020
gptkbp:publishedIn	gptkb:arXiv
gptkbp:repository	https://github.com/facebookresearch/DPR
gptkbp:usesGenerator	sequence-to-sequence model
gptkbp:usesRetriever	gptkb:Dense_Passage_Retriever_(DPR)
gptkbp:bfsParent	gptkb:Gautier_Izacard
gptkbp:bfsLayer	7