Arabic word sense disambiguation: a review

被引:0
|
作者
Bilel Elayeb
机构
[1] Emirates College of Technology,RIADI Research Laboratory, ENSI
[2] Manouba University,undefined
来源
Artificial Intelligence Review | 2019年 / 52卷
关键词
Word sense disambiguation; Arabic WSD; Polysemous words; Lexical semantics; Lexical ambiguity; Sense annotation; Semantic annotation;
D O I
暂无
中图分类号
学科分类号
摘要
Word sense disambiguation (WSD) is a specific task of computational linguistics which aims at automatically identifying the correct sense of a given ambiguous word from a set of predefined senses. In WSD the goal is to tag each ambiguous word in a text with one of the senses known a priori. In Arabic, the main cause of word ambiguity is the lack of diacritics of the most digital documents so the same word can occur with different senses. In this paper, we introduce the reader to the motivation for solving the ambiguity of Arabic words and we detail a description of the task. We overview supervised, unsupervised, semi-supervised and knowledge-based approaches. The evaluation of Arabic WSD systems is also discussed. Finally, we discuss open problems and future directions.
引用
收藏
页码:2475 / 2532
页数:57
相关论文
共 50 条
  • [11] A comprehensive review on Arabic word sense disambiguation for natural language processing applications
    Kaddoura, Sanaa
    Ahmed, Rowanda D.
    Hemanth, Jude D.
    WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2022, 12 (04)
  • [12] Word Embedding for Arabic Word Sense Disambiguation to create a Historical Dictionary for Arabic Language
    Laatar, Rim
    Aloulou, Chafik
    Belghuith, Lamia Hadrich
    2018 8TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (CSIT), 2018, : 131 - 135
  • [13] Evaluation of Stacked Embeddings for Arabic Word Sense Disambiguation
    Laatar, Rim
    Aloulou, Chafik
    Belguith, Lamia Hadrich
    COMPUTACION Y SISTEMAS, 2023, 27 (02): : 379 - 388
  • [14] A review on kernels for word sense disambiguation
    School of Mathematics and Computer Science, Gannan Normal University, Ganzhou
    341000, China
    不详
    341000, China
    不详
    341000, China
    J. Comput. Theor. Nanosci., 12 (5007-5015):
  • [15] Toward an Arabic Ontology for Arabic Word Sense Disambiguation Based on Normalized Dictionaries
    Soudani, Nadia
    Bounhas, Ibrahim
    ElAyeb, Bilel
    Slimani, Yahya
    ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2014 WORKSHOPS, 2014, 8842 : 655 - 658
  • [16] Stacking of BERT and CNN Models for Arabic Word Sense Disambiguation
    Saidi, Rakia
    Jarray, Fethi
    ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING, 2023, 22 (11)
  • [17] A Supervised Approach for Word Sense Disambiguation based on Arabic Diacritics
    Alrakaf, Alaa Abdullah
    Rahman, Sk. Md. Mizanur
    2016 5TH INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS AND VISION (ICIEV), 2016, : 1015 - 1021
  • [18] A comprehensive review of Bengali word sense disambiguation
    Debapratim Das Dawn
    Soharab Hossain Shaikh
    Rajat Kumar Pal
    Artificial Intelligence Review, 2020, 53 : 4183 - 4213
  • [19] A comprehensive review of Bengali word sense disambiguation
    Das Dawn, Debapratim
    Shaikh, Soharab Hossain
    Pal, Rajat Kumar
    ARTIFICIAL INTELLIGENCE REVIEW, 2020, 53 (06) : 4183 - 4213
  • [20] Combining Bert Representation and POS Tagger for Arabic Word Sense Disambiguation
    Saidi, Rakia
    Jarray, Fethi
    INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, ISDA 2021, 2022, 418 : 676 - 685