A Survey of the Usages of Deep Learning for Natural Language Processing
A Survey of the Usages of Deep Learning for Natural Language Processing
复制标题
深度学习在自然语言处理中的应用调查
DOI：
10.1109/tnnls.2020.2979670
复制
发表时间：
2021-02-01
影响因子：
10.4
通讯作者：
Kalita, Jugal K.
中科院分区：
文献类型：
--
作者：
Otter, Daniel W.;Medina, Julian R.;Kalita, Jugal K.
在过去的几年里，深度学习模型的使用激增推动了自然语言处理领域的发展。本文简要介绍了该领域，并对深度学习体系结构和方法进行了快速概述。然后，它筛选了过多的最近研究，并总结了大量相关的贡献。分析的研究领域包括几个核心的语言处理问题，以及计算语言学的许多应用。然后提供了对当前技术状态的讨论以及对该领域未来研究的建议。
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.