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A Survey of the Usages of Deep Learning for Natural Language Processing

  • IEEE Transactions on Neural Networks and Learning Systems
  • Institute of Electrical and Electronics Engineers
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Abstract

Over the last several years, the field of natural language processing has been propelled forward by an explosion in the use of deep learning models. This article provides a brief introduction to the field and a quick overview of deep learning architectures and methods. It then sifts through the plethora of recent studies and summarizes a large assortment of relevant contributions. Analyzed research areas include several core linguistic processing issues in addition to many applications of computational linguistics. A discussion of the current state of the art is then provided along with recommendations for future research in the field.

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Publication details

DOI
10.1109/tnnls.2020.2979670
OpenAlex
W2884159461
Document type
article
Language
EN
Source
IEEE Transactions on Neural Networks and Learning Systems
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