Natural language processing: state of the art, current trends and challenges

被引:433
作者
Khurana, Diksha [1 ]
Koli, Aditya [1 ]
Khatter, Kiran [2 ]
Singh, Sukhdev
机构
[1] Manav Rachna Int Inst Res & Studies, Dept Comp Sci, Faridabad, India
[2] BML Munjal Univ, Dept Comp Sci, Gurgaon, India
关键词
Natural language processing; Natural language understanding; Natural language generation; NLP applications; NLP evaluation metrics; DOCUMENT; REPRESENTATION; KNOWLEDGE; EXTRACTION; MODELS; TEXT;
D O I
10.1007/s11042-022-13428-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Natural language processing (NLP) has recently gained much attention for representing and analyzing human language computationally. It has spread its applications in various fields such as machine translation, email spam detection, information extraction, summarization, medical, and question answering etc. In this paper, we first distinguish four phases by discussing different levels of NLP and components of Natural Language Generation followed by presenting the history and evolution of NLP. We then discuss in detail the state of the art presenting the various applications of NLP, current trends, and challenges. Finally, we present a discussion on some available datasets, models, and evaluation metrics in NLP.
引用
收藏
页码:3713 / 3744
页数:32
相关论文
共 159 条
  • [1] Applying data mining techniques for descriptive phrase extraction in digital document collections
    Ahonen, H
    Heinonen, O
    Klemettinen, M
    Verkamo, AI
    [J]. IEEE INTERNATIONAL FORUM ON RESEARCH AND TECHNOLOGY ADVANCES IN DIGITAL LIBRARIES -ADL'98-, PROCEEDINGS, 1998, : 2 - 11
  • [2] Alshawi H, 1992, The core language engine
  • [3] Improving the Reliability of Deep Neural Networks in NLP: A Review
    Alshemali, Basemah
    Kalita, Jugal
    [J]. KNOWLEDGE-BASED SYSTEMS, 2020, 191
  • [4] Andreev, 1967, MACH TRANSL, P3
  • [5] Androutsopoulos I, 2000, ARXIV PREPRINT CS000
  • [6] [Anonymous], 2013, P 2013 C EMPIRICAL M
  • [7] [Anonymous], 1999, Advances in Automatic Text Summarization
  • [8] [Anonymous], 2017, AMIA ANN S P AMIA S
  • [9] [Anonymous], 2016, arXiv preprint arXiv:1602.06291
  • [10] [Anonymous], 2017, HERES WHY NATURAL LA