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A taxonomy and review of generalization research in NLP

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dc.contributor.authorHupkes, Dieuwke
dc.contributor.authorGiulianelli, Mario
dc.contributor.authorDankers, Verna
dc.contributor.authorArtetxe, Mikel
dc.contributor.authorElazar, Yanai
dc.contributor.authorPimentel, Tiago
dc.contributor.authorChristodoulopoulos, Christos
dc.contributor.authorLasri, Karim
dc.contributor.authorSaphra, Naomi
dc.contributor.authorSinclair, Arabella
dc.contributor.authorUlmer, Dennis
dc.contributor.authorSchottmann, Florian
dc.contributor.authorBatsuren, Khuyagbaatar
dc.contributor.authorSun, Kaiser
dc.contributor.authorSinha, Koustuv
dc.contributor.authorKhalatbari, Leila
dc.contributor.authorRyskina, Maria
dc.contributor.authorFrieske, Rita
dc.contributor.authorCotterell, Ryan
dc.contributor.authorJin, Zhijing
dc.contributor.institutionUniversity of Aberdeen.Computing Scienceen
dc.contributor.institutionUniversity of Aberdeen.Computational Linguistics at Aberdeenen
dc.date.accessioned2023-11-09T11:19:00Z
dc.date.available2023-11-09T11:19:00Z
dc.date.issued2023-10-19
dc.descriptionFunding Information: We thank A. Williams, A. Joulin, E. Bruni, L. Weber, R. Kirk and S. Riedel for providing feedback on the various stages of this paper, and G. Marcus for providing detailed feedback on the final draft. We also thank the reviewers of our work for providing useful comments. We thank E. Hupkes for making the app that allows searching through references, and we thank D. Haziza and E. Takmaz for other contributions to the website. M.G. was supported by the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement no. 819455). V.D. was supported by the UKRI Centre for Doctoral Training in Natural Language Processing, funded by the UKRI (grant no. EP/S022481/1) and the University of Edinburgh. N.S. was supported by the Hyundai Motor Company (under the project Uncertainty in Neural Sequence Modeling) and the Samsung Advanced Institute of Technology (under the project Next Generation Deep Learning: From Pattern Recognition to AI). Publisher Copyright: © 2023, The Author(s).en
dc.description.statusPeer revieweden
dc.format.extent14
dc.format.extent2157253
dc.identifier282274840
dc.identifier2eb8d0d6-fe75-4237-a371-93d562a096fd
dc.identifier85174518288
dc.identifier.citationHupkes, D, Giulianelli, M, Dankers, V, Artetxe, M, Elazar, Y, Pimentel, T, Christodoulopoulos, C, Lasri, K, Saphra, N, Sinclair, A, Ulmer, D, Schottmann, F, Batsuren, K, Sun, K, Sinha, K, Khalatbari, L, Ryskina, M, Frieske, R, Cotterell, R & Jin, Z 2023, 'A taxonomy and review of generalization research in NLP', Nature Machine Intelligence, vol. 5, no. 10, pp. 1161-1174. https://doi.org/10.1038/s42256-023-00729-yen
dc.identifier.doi10.1038/s42256-023-00729-y
dc.identifier.issn2522-5839
dc.identifier.urihttps://hdl.handle.net/2164/22147
dc.identifier.urlhttps://www.scopus.com/pages/publications/85174518288en
dc.language.isoeng
dc.relation.ispartofNature Machine Intelligenceen
dc.subjectQA75 Electronic computers. Computer scienceen
dc.subjectP Philology. Linguisticsen
dc.subjectSoftwareen
dc.subjectHuman-Computer Interactionen
dc.subjectComputer Vision and Pattern Recognitionen
dc.subjectComputer Networks and Communicationsen
dc.subjectArtificial Intelligenceen
dc.subjectSupplementary Dataen
dc.subjectSupplementary Informationen
dc.subject.lccQA75en
dc.subject.lccP1en
dc.titleA taxonomy and review of generalization research in NLPen
dc.typeJournal articleen

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