Scoping natural language processing in Indonesian and Malay for education applications

被引:0
|
作者
Maxwell-Smith, Zara [1 ]
Kohler, Michelle [2 ]
Suominen, Hanna [1 ,3 ]
机构
[1] Australian Natl Univ, Canberra, ACT, Australia
[2] Univ South Australia, Adelaide, SA, Australia
[3] Univ Turku, Turku, Finland
关键词
RECURRENT NEURAL-NETWORK; SENTIMENT ANALYSIS; INFORMATION-RETRIEVAL; TEXT NORMALIZATION; SEMANTIC ANALYSIS; SPEECH; CORPUS; TWITTER; WORD; RECOGNITION;
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
Indonesian and Malay are underrepresented in the development of natural language processing (NLP) technologies and available resources are difficult to find. A clear picture of existing work can invigorate and inform how researchers conceptualise worthwhile projects. Using an education sector project to motivate the study, we conducted a wide-ranging overview of Indonesian and Malay human language technologies and corpus work. We charted 657 included studies according to Hirschberg and Manning's 2015 description of NLP, concluding that the field was dominated by exploratory corpus work, machine reading of text gathered from the Internet, and sentiment analysis. In this paper, we identify most published authors and research hubs, and make a number of recommendations to encourage future collaboration and efficiency within NLP in Indonesian and Malay.
引用
收藏
页码:171 / 228
页数:58
相关论文
共 50 条
  • [31] COMMERCIAL APPLICATIONS OF NATURAL-LANGUAGE PROCESSING
    CHURCH, KW
    RAU, LF
    COMMUNICATIONS OF THE ACM, 1995, 38 (11) : 71 - 79
  • [32] Current Approaches and Applications in Natural Language Processing
    Montejo-Raez, Arturo
    Jimenez-Zafra, Salud Maria
    APPLIED SCIENCES-BASEL, 2022, 12 (10):
  • [33] Building Natural Language Processing Applications with EasyNLP
    Wang, Chengyu
    Qiu, Minghui
    Huang, Jun
    PROCEEDINGS OF THE 31ST ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, CIKM 2022, 2022, : 5100 - 5101
  • [34] Applications of Pruning Methods in Natural Language Processing
    Touheed, Marva
    Zubair, Urooj
    Sabir, Dilshad
    Hassan, Ali
    Butt, Muhammad Fasih Uddin
    Riaz, Farhan
    Abdul, Wadood
    Ayub, Rashid
    IEEE ACCESS, 2024, 12 : 89418 - 89438
  • [35] A scoping review of natural language processing of radiology reports in breast cancer
    Saha, Ashirbani
    Burns, Levi
    Kulkarni, Ameya Madhav
    FRONTIERS IN ONCOLOGY, 2023, 13
  • [36] A scoping review of empathy recognition in text using natural language processing
    Shetty, Vishal Anand
    Durbin, Shauna
    Weyrich, Meghan S.
    Martinez, Airin Denise
    Qian, Jing
    Chin, David L.
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2024, 31 (03) : 762 - 775
  • [37] The use of natural language processing in palliative care research: A scoping review
    Sarmet, Max
    Kabani, Aamna
    Coelho, Luis
    dos Reis, Sara Seabra
    Zeredo, Jorge L.
    Mehta, Ambereen K.
    PALLIATIVE MEDICINE, 2023, 37 (02) : 275 - 290
  • [38] Processing natural language without natural language processing
    Brill, E
    COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, PROCEEDINGS, 2003, 2588 : 360 - 369
  • [39] Applications of natural language processing and large language models in materials discovery
    Xue Jiang
    Weiren Wang
    Shaohan Tian
    Hao Wang
    Turab Lookman
    Yanjing Su
    npj Computational Materials, 11 (1)
  • [40] Ludic Applications for Language Teaching Support using Natural Language Processing
    Percovich, Analia
    Tosi, Alejandro
    Chiruzzo, Luis
    Rosa, Aiala
    2019 38TH INTERNATIONAL CONFERENCE OF THE CHILEAN COMPUTER SCIENCE SOCIETY (SCCC), 2019,