Revision learning and its application to part-of-speech tagging

被引:0
|
作者
Nakagawa, T [1 ]
Kudo, T [1 ]
Matsumoto, Y [1 ]
机构
[1] Nara Inst Sci & Technol, Grad Sch Informat Sci, Nara 6300101, Japan
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a revision learning method that achieves high performance with small computational cost by combining a model with high generalization capacity and a model with small computational cost. This method uses a high capacity model to revise the output of a small cost model. We apply this method to English part-of-speech tagging and Japanese morphological analysis, and show that the method performs well.
引用
收藏
页码:497 / 504
页数:8
相关论文
共 50 条
  • [1] The Application of CRFs in Part-of-Speech Tagging
    Zhang Xiaofei
    Huang Heyan
    Zhang Liang
    [J]. 2009 INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS, VOL 2, PROCEEDINGS, 2009, : 347 - +
  • [2] Application of different learning methods to Hungarian part-of-speech tagging
    Horvath, T
    Alexin, Z
    Gyimóthy, T
    Wrobel, S
    [J]. INDUCTIVE LOGIC PROGRAMMING, 1999, 1634 : 128 - 139
  • [3] Part-of-speech tagging
    Martinez, Angel R.
    [J]. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2012, 4 (01): : 107 - 113
  • [4] Part-of-Speech Tagging Using Multiview Learning
    Lim, Kyungtae
    Park, Jungyeul
    [J]. IEEE ACCESS, 2020, 8 : 195184 - 195196
  • [5] Part-of-speech tagging for Swedish
    Prütz, K
    [J]. PARALLEL CORPORA, PARALLEL WORLDS, 2002, (43): : 201 - 206
  • [6] 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
  • [7] 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
  • [8] 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
  • [9] 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
  • [10] Part-of-speech Tagging Based on Dictionary and Statistical Machine Learning
    Ye Zhonglin
    Jia Zhen
    Huang Junfu
    Yin Hongfeng
    [J]. PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 6993 - 6998