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
  • [41] Deep Chinese Word Sense Disambiguation Method Based on Sequence to Sequence
    Tang Shancheng
    Ma Fuyu
    Chen Xiongxiong
    Zhang Puyue
    2018 INTERNATIONAL CONFERENCE ON SENSOR NETWORKS AND SIGNAL PROCESSING (SNSP 2018), 2018, : 498 - 503
  • [42] SensPick: Sense Picking for Word Sense Disambiguation
    Zobaed, Sm
    Haque, Md Enamul
    Rabby, Md Fazle
    Salehi, Mohsen Amini
    2021 IEEE 15TH INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC 2021), 2021, : 318 - 324
  • [43] Graph and Word Similarity for Word Sense Disambiguation
    Meng, Fanqing
    2020 13TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2020), 2020, : 1114 - 1118
  • [44] Biomedical Word Sense Disambiguation with Word Embeddings
    Antunes, Rui
    Matos, Sergio
    11TH INTERNATIONAL CONFERENCE ON PRACTICAL APPLICATIONS OF COMPUTATIONAL BIOLOGY & BIOINFORMATICS, 2017, 616 : 273 - 279
  • [45] Genetic Word Sense Disambiguation Algorithm
    Zhang, ChunHui
    Zhou, Yiming
    Martin, Trevor
    2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL I, PROCEEDINGS, 2008, : 123 - +
  • [46] Word sense disambiguation in evolutionary manner
    Abed, Saad Adnan
    Tiun, Sabrina
    Omar, Nazlia
    CONNECTION SCIENCE, 2016, 28 (03) : 226 - 241
  • [47] An Improved Word Sense Disambiguation Method
    Yu, Linlin
    Song, Lifang
    Sun, Jianyan
    Li, Lin
    2016 6TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS (ITMS 2016), 2016, : 153 - 155
  • [48] A Word Sense Disambiguation Technique for Sinhala
    Arukgoda, Janindu
    Bandara, Vidudaya
    Bashani, Samiththa
    Gamage, Vijayindu
    Wimalasuriya, Daya
    PROCEEDINGS 2014 4TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE WITH APPLICATIONS IN ENGINEERING AND TECHNOLOGY ICAIET 2014, 2014, : 207 - 211
  • [49] Minimal Semantics and Word Sense Disambiguation
    Gasparri, Luca
    DISPUTATIO-INTERNATIONAL JOURNAL OF PHILOSOPHY, 2014, 6 (39): : 147 - 171
  • [50] Arabic Word Sense Disambiguation - Survey
    Alian, Marwah
    Awajan, Arafat
    Al-Kouz, Akram
    2017 INTERNATIONAL CONFERENCE ON NEW TRENDS IN COMPUTING SCIENCES (ICTCS), 2017, : 236 - 240