Recent Trends in Deep Learning Based Natural Language Processing
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Abstract (arXiv)
Deep learning methods employ multiple processing layers to learn hierarchical representations of data and have produced state-of-the-art results in many domains. Recently, a variety of model designs and methods have blossomed in the context of natural language processing (NLP). In this paper, we review significant deep learning related models and methods that have been employed for numerous NLP tasks and provide a walk-through of their evolution. We also summarize, compare and contrast the various models and put forward a detailed understanding of the past, present and future of deep learning in NLP.
Key facts. Cited by 262 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Aug 2017.
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Citing papers per year: 2021: 81; 2022: 71; 2023: 55; 2024: 23; 2025: 25; 2026: 7.
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- 2023A Survey of GPT-3 Family Large Language Models Including ChatGPT and GPT-4cited by 81
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- 2023Machine learning with data assimilation and uncertainty quantification for dynamical systems: a reviewcited by 74
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