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NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing

This paper aims at analyzing the changes in the fields of speech and natural language processing over the recent past 5 years (2016–2020). It is in continuation of a series of two papers that we published in 2019 on the analysis of the NLP4NLP corpus, which contained articles published in 34 major c...

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Autores principales: Mariani, Joseph, Francopoulo, Gil, Paroubek, Patrick, Vernier, Frédéric
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9363593/
https://www.ncbi.nlm.nih.gov/pubmed/35965665
http://dx.doi.org/10.3389/frma.2022.863126
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author Mariani, Joseph
Francopoulo, Gil
Paroubek, Patrick
Vernier, Frédéric
author_facet Mariani, Joseph
Francopoulo, Gil
Paroubek, Patrick
Vernier, Frédéric
author_sort Mariani, Joseph
collection PubMed
description This paper aims at analyzing the changes in the fields of speech and natural language processing over the recent past 5 years (2016–2020). It is in continuation of a series of two papers that we published in 2019 on the analysis of the NLP4NLP corpus, which contained articles published in 34 major conferences and journals in the field of speech and natural language processing, over a period of 50 years (1965–2015), and analyzed with the methods developed in the field of NLP, hence its name. The extended NLP4NLP+5 corpus now covers 55 years, comprising close to 90,000 documents [+30% compared with NLP4NLP: as many articles have been published in the single year 2020 than over the first 25 years (1965–1989)], 67,000 authors (+40%), 590,000 references (+80%), and approximately 380 million words (+40%). These analyses are conducted globally or comparatively among sources and also with the general scientific literature, with a focus on the past 5 years. It concludes in identifying profound changes in research topics as well as in the emergence of a new generation of authors and the appearance of new publications around artificial intelligence, neural networks, machine learning, and word embedding.
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spelling pubmed-93635932022-08-11 NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing Mariani, Joseph Francopoulo, Gil Paroubek, Patrick Vernier, Frédéric Front Res Metr Anal Research Metrics and Analytics This paper aims at analyzing the changes in the fields of speech and natural language processing over the recent past 5 years (2016–2020). It is in continuation of a series of two papers that we published in 2019 on the analysis of the NLP4NLP corpus, which contained articles published in 34 major conferences and journals in the field of speech and natural language processing, over a period of 50 years (1965–2015), and analyzed with the methods developed in the field of NLP, hence its name. The extended NLP4NLP+5 corpus now covers 55 years, comprising close to 90,000 documents [+30% compared with NLP4NLP: as many articles have been published in the single year 2020 than over the first 25 years (1965–1989)], 67,000 authors (+40%), 590,000 references (+80%), and approximately 380 million words (+40%). These analyses are conducted globally or comparatively among sources and also with the general scientific literature, with a focus on the past 5 years. It concludes in identifying profound changes in research topics as well as in the emergence of a new generation of authors and the appearance of new publications around artificial intelligence, neural networks, machine learning, and word embedding. Frontiers Media S.A. 2022-07-27 /pmc/articles/PMC9363593/ /pubmed/35965665 http://dx.doi.org/10.3389/frma.2022.863126 Text en Copyright © 2022 Mariani, Francopoulo, Paroubek and Vernier. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Research Metrics and Analytics
Mariani, Joseph
Francopoulo, Gil
Paroubek, Patrick
Vernier, Frédéric
NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
title NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
title_full NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
title_fullStr NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
title_full_unstemmed NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
title_short NLP4NLP+5: The Deep (R)evolution in Speech and Language Processing
title_sort nlp4nlp+5: the deep (r)evolution in speech and language processing
topic Research Metrics and Analytics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9363593/
https://www.ncbi.nlm.nih.gov/pubmed/35965665
http://dx.doi.org/10.3389/frma.2022.863126
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