The contribution of lexical resources to natural language processing of CJK languages

被引:0
|
作者
Halpern, Jack [1 ]
机构
[1] CJK Dictionary Inst, Niiza, Saitama 3520001, 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
The role of lexical resources is often understated in NLP research. The complexity of Chinese, Japanese and Korean (CJK) poses special challenges to developers of NLP tools, especially in the area of word segmentation (WS), information retrieval (IR), named entity extraction (NER), and machine translation (MT). These difficulties are exacerbated by the lack of comprehensive lexical resources, especially for proper nouns, and the lack of a standardized orthography, especially in Japanese. This paper summarizes some of the major linguistic issues in the development NLP applications that are dependent on lexical resources, and discusses the central role such resources should play in enhancing the accuracy of NLP tools.
引用
收藏
页码:768 / 780
页数:13
相关论文
共 50 条
  • [1] Exploiting Lexical Resources for Disambiguating CJK and Arabic Orthographic Variants
    Halpern, Jack
    [J]. SIXTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, LREC 2008, 2008, : 429 - 435
  • [2] Natural Language Processing in Translation of Relational Languages
    Dudas, Adam
    Skrinarova, Jarmila
    [J]. IPSI BGD TRANSACTIONS ON INTERNET RESEARCH, 2023, 19 (01): : 17 - 23
  • [3] Natural language processing using lexical and logical combinators
    Ortiz, Juan Fernandez
    Villadsen, Jorgen
    [J]. LOGIC PROGRAMMING, PROCEEDINGS, 2006, 4079 : 444 - 446
  • [4] Acquisition of lexical resources from SNOMED for medical language processing
    Zweigenbaum, P
    Courtois, P
    [J]. MEDINFO '98 - 9TH WORLD CONGRESS ON MEDICAL INFORMATICS, PTS 1 AND 2, 1998, 52 : 586 - 590
  • [5] LEXICAL KNOWLEDGE REPRESENTATION AND NATURAL-LANGUAGE PROCESSING
    PUSTEJOVSKY, J
    BOGURAEV, B
    [J]. ARTIFICIAL INTELLIGENCE, 1993, 63 (1-2) : 193 - 223
  • [6] ADVANCES IN CHINESE NATURAL LANGUAGE PROCESSING AND LANGUAGE RESOURCES
    Tao, Jianhua
    Zheng, Fang
    Li, Aijun
    Li, Ya
    [J]. ORIENTAL COCOSDA 2009 - INTERNATIONAL CONFERENCE ON SPEECH DATABASE AND ASSESSMENTS, 2009, : 13 - +
  • [7] Natural Language Generation Using Automatically Constructed Lexical Resources
    Ito, Naho
    Hagiwara, Masafumi
    [J]. 2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2011, : 980 - 987
  • [8] A neural approach for inducing multilingual resources and natural language processing tools for low-resource languages
    Zennaki, O.
    Semmar, N.
    Besacier, L.
    [J]. NATURAL LANGUAGE ENGINEERING, 2019, 25 (01) : 43 - 67
  • [9] Evaluating the Availability of Resources, Research Hubs, and Financial Supports for Nigerian Languages Natural Language Processing Research
    Asubiaro, Toluwase
    [J]. CANADIAN JOURNAL OF INFORMATION AND LIBRARY SCIENCE-REVUE CANADIENNE DES SCIENCES DE L INFORMATION ET DE BIBLIOTHECONOMIE, 2021, 43 (03): : 269 - 290
  • [10] Intelligent Approaches for Natural Language Processing for Indic Languages
    Kumar, Rashi
    Sahula, Vineet
    [J]. 2021 IEEE INTERNATIONAL SYMPOSIUM ON SMART ELECTRONIC SYSTEMS (ISES 2021), 2021, : 331 - 334