articleInformationApr 17, 2023GOLD OA

Transformers in the Real World: A Survey on NLP Applications

University of Naples Federico II

Indexed incrossrefdoaj

Abstract

The field of Natural Language Processing (NLP) has undergone a significant transformation with the introduction of Transformers. From the first introduction of this technology in 2017, the use of transformers has become widespread and has had a profound impact on the field of NLP. In this survey, we review the open-access and real-world applications of transformers in NLP, specifically focusing on those where text is the primary modality. Our goal is to provide a comprehensive overview of the current state-of-the-art in the use of transformers in NLP, highlight their strengths and limitations, and identify future directions for research. In this way, we aim to provide valuable insights for both researchers and…

Citation impact

193
total citations
FWCI
31.98
Percentile
100%
References
33
Citations per year

Authors

3

Topics & keywords

Keywords
  • Interpretability
  • Transformer
  • Artificial intelligence
  • Computer science
  • Machine learning
  • Data science
  • Natural language processing
  • Engineering
UN Sustainable Development Goals
  • Quality Education
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