Part-of-speech tagging

被引:16
|
作者
Martinez, Angel R. [1 ]
机构
[1] Strayer Univ, Dept Math, Fredericksburg, VA 22406 USA
关键词
natural language processing; Hidden Markov models; stochastic tagging; rule-based tagging;
D O I
10.1002/wics.195
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Presented here is a brief state-of-the-art account on part-of-speech (POS) tagging. POS tagging is an essential preprocessing task for many natural language processing goals and applications. Some POS tagging approaches make use of annotated corpora to train computational models to perform the task with minimal human intervention. Rule-based and stochastic methods have been successful, attaining accuracies of 96-97%. Representative approaches of these two methodologies are discussed. (C) 2011 Wiley Periodicals, Inc.
引用
收藏
页码:107 / 113
页数:7
相关论文
共 50 条
  • [31] Part-of-Speech Tagging with Both Character and Word Information
    Zhou, You
    Liu, Fangzhou
    [J]. Proceedings of the 2nd International Conference on Electronics, Network and Computer Engineering (ICENCE 2016), 2016, 67 : 945 - 948
  • [32] Performance Evaluation of Part-of-Speech Tagging for Bengali Text
    Pan S.
    Saha D.
    [J]. Journal of The Institution of Engineers (India): Series B, 2022, 103 (02) : 577 - 589
  • [33] Improving Part-of-Speech Tagging by Meta-learning
    Kobylinski, Lukasz
    Wasiluk, Michal
    Wojdyga, Grzegorz
    [J]. TEXT, SPEECH, AND DIALOGUE (TSD 2018), 2018, 11107 : 144 - 152
  • [34] Multilingual part-of-speech tagging with weightless neural networks
    Carneiro, Hugo C. C.
    Franca, Felipe M. G.
    Lima, Priscila M. V.
    [J]. NEURAL NETWORKS, 2015, 66 : 11 - 21
  • [35] Deep Learning Model for Tamil Part-of-Speech Tagging
    Visuwalingam, Hemakasiny
    Sakuntharaj, Ratnasingam
    Alawatugoda, Janaka
    Ragel, Roshan
    [J]. COMPUTER JOURNAL, 2024, 67 (08): : 2633 - 2642
  • [36] Application of Stacked Methods to Part-of-Speech Tagging of Polish
    Kuta, Marcin
    Wojcik, Wojciech
    Wrzeszcz, Michal
    Kitowski, Jacek
    [J]. PARALLEL PROCESSING AND APPLIED MATHEMATICS, PT I, 2010, 6067 : 340 - 349
  • [37] Comparative Study of Vietnamese Part-of-Speech Tagging Tools
    Luyl-Da Quach
    Dat Do Thanh
    Duc Chung Tran
    Hassan, Mohd Fadzil
    [J]. 2020 11TH IEEE CONTROL AND SYSTEM GRADUATE RESEARCH COLLOQUIUM (ICSGRC), 2020, : 197 - 202
  • [38] Korean Part-of-speech Tagging Based on Morpheme Generation
    Song, Hyun-Je
    Park, Seong-Bae
    [J]. ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING, 2020, 19 (03)
  • [39] WEAKLY SUPERVISED NEURAL NETWORKS FOR PART-OF-SPEECH TAGGING
    Chopra, Sumit
    Bangalore, Srinivas
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 1965 - 1968
  • [40] Reducing Confusion in Active Learning for Part-Of-Speech Tagging
    Chaudhary, Aditi
    Anastasopoulos, Antonios
    Sheikh, Zaid
    Neubig, Graham
    [J]. TRANSACTIONS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, 2021, 9 : 1 - 16