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
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
  • [1] Arabic word sense disambiguation: a review
    Elayeb, Bilel
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2019, 52 (04) : 2475 - 2532
  • [2] ARABIC WORD SENSE DISAMBIGUATION
    Merhbene, Laroussi
    Zouaghi, Anis
    Zrigui, Mounir
    [J]. ICAART 2010: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 1: ARTIFICIAL INTELLIGENCE, 2010, : 652 - 655
  • [3] Arabic Word Sense Disambiguation - Survey
    Alian, Marwah
    Awajan, Arafat
    Al-Kouz, Akram
    [J]. 2017 INTERNATIONAL CONFERENCE ON NEW TRENDS IN COMPUTING SCIENCES (ICTCS), 2017, : 236 - 240
  • [4] Arabic word sense disambiguation using sense inventories
    Alian M.
    Awajan A.
    [J]. International Journal of Information Technology, 2023, 15 (2) : 735 - 744
  • [5] Word Sense Disambiguation for Arabic Exploiting Arabic WordNet and Word Embedding
    Alkhatlan, Ali
    Kalita, Jugal
    Alhaddad, Ahmed
    [J]. ARABIC COMPUTATIONAL LINGUISTICS, 2018, 142 : 50 - 60
  • [6] Word Sense Disambiguation Approach for Arabic Text
    Bouhriz, Nadia
    Benabbou, Faouzia
    Ben Lahmar, El Habib
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2016, 7 (04) : 381 - 385
  • [7] Word Sense Disambiguation for Arabic Text Categorization
    Hadni, Meryeme
    El Alaoui, Said
    Lachkar, Abdelmonaime
    [J]. INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2016, 13 (1A) : 215 - 222
  • [8] Arabic Word Sense Disambiguation for Information Retrieval
    Abderrahim, Mohammed Alaeddine
    Abderrahim, Mohammed El-Amine
    [J]. ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING, 2022, 21 (04)
  • [9] A comprehensive dataset for Arabic word sense disambiguation
    Kaddoura, Sanaa
    Nassar, Reem
    [J]. DATA IN BRIEF, 2024, 55
  • [10] Word2vec for Arabic Word Sense Disambiguation
    Laatar, Rim
    Aloulou, Chafik
    Belghuith, Lamia Hadrich
    [J]. NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS (NLDB 2018), 2018, 10859 : 308 - 311