An Equivalent Pseudoword Solution to Chinese Word Sense Disambiguation

被引:0
|
作者
Lu, Zhimao [1 ]
Wang, Haifeng
Yao, Jianmin
Liu, Ting [1 ]
Li, Sheng [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Informat Retrieval Lab, Harbin 150006, Peoples R China
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 new approach based on Equivalent Pseudowords (EPs) to tackle Word Sense Disambiguation (WSD) in Chinese language. EPs are particular artificial ambiguous words, which can be used to realize unsupervised WSD. A Bayesian classifier is implemented to test the efficacy of the EP solution on Senseval-3 Chinese test set. The performance is better than state-of-the-art results with an average F-measure of 0.80. The experiment verifies the value of EP for unsupervised WSD.
引用
收藏
页码:457 / 464
页数:8
相关论文
共 50 条
  • [21] Chinese word sense disambiguation by combining pseudo training data
    Wang, XJ
    Matsumoto, Y
    2003 INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE PROCESSING AND KNOWLEDGE ENGINEERING, PROCEEDINGS, 2003, : 138 - 143
  • [22] Bootstrapping for Chinese word sense disambiguation based on grouping strategy
    Li, Lishuang
    Shang, Min
    Huang, Degen
    Wang, Ke
    RECENT ADVANCE OF CHINESE COMPUTING TECHNOLOGIES, 2007, : 73 - 78
  • [23] A Large-Scale Pseudoword-Based Evaluation Framework for State-of-the-Art Word Sense Disambiguation
    Pilehvar, Mohammad Taher
    Navigli, Roberto
    COMPUTATIONAL LINGUISTICS, 2014, 40 (04) : 837 - 881
  • [24] Word sense disambiguation methods
    Turdakov, D. Yu.
    PROGRAMMING AND COMPUTER SOFTWARE, 2010, 36 (06) : 309 - 326
  • [25] Word sense disambiguation model
    Zhu, Jing-bo
    Yao, Tian-shun
    Dongbei Daxue Xuebao/Journal of Northeastern University, 2000, 21 (05): : 484 - 486
  • [26] Word sense disambiguation methods
    D. Yu. Turdakov
    Programming and Computer Software, 2010, 36 : 309 - 326
  • [27] Probabilistic word sense disambiguation
    Preiss, J
    COMPUTER SPEECH AND LANGUAGE, 2004, 18 (03): : 319 - 337
  • [28] ARABIC WORD SENSE DISAMBIGUATION
    Merhbene, Laroussi
    Zouaghi, Anis
    Zrigui, Mounir
    ICAART 2010: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 1: ARTIFICIAL INTELLIGENCE, 2010, : 652 - 655
  • [29] Practice of Word Sense Disambiguation
    Sieminski, Andrzej
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2018, PT I, 2018, 10751 : 159 - 169
  • [30] Word Sense Disambiguation: A Survey
    Navigli, Roberto
    ACM COMPUTING SURVEYS, 2009, 41 (02)