Automatic Sarcasm Detection: Systematic Literature Review

被引:9
|
作者
Baroiu, Alexandru-Costin [1 ]
Trausan-Matu, Stefan [1 ,2 ]
机构
[1] Univ Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest 060042, Romania
[2] Romanian Acad, Res Inst Artificial Intelligence Mihai Draganescu, Bucharest 050711, Romania
关键词
automatic sarcasm detection; natural language processing; systematic literature review; FEATURE-SELECTION; IRONY;
D O I
10.3390/info13080399
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Sarcasm is an integral part of human language and culture. Naturally, it has garnered great interest from researchers from varied fields of study, including Artificial Intelligence, especially Natural Language Processing. Automatic sarcasm detection has become an increasingly popular topic in the past decade. The research conducted in this paper presents, through a systematic literature review, the evolution of the automatic sarcasm detection task from its inception in 2010 to the present day. No such work has been conducted thus far and it is essential to establish the progress that researchers have made when tackling this task and, moving forward, what the trends are. This study finds that multi-modal approaches and transformer-based architectures have become increasingly popular in recent years. Additionally, this paper presents a critique of the work carried out so far and proposes future directions of research in the field.
引用
收藏
页数:17
相关论文
共 50 条
  • [31] Context in object detection: a systematic literature review
    Jamali, Mahtab
    Davidsson, Paul
    Khoshkangini, Reza
    Ljungqvist, Martin Georg
    Mihailescu, Radu-Casian
    ARTIFICIAL INTELLIGENCE REVIEW, 2025, 58 (06)
  • [32] Systematic Literature Review Detection Learning Style
    Institute Informatics and Business Darmajaya, Faculty Computer Science, Lampung, Bandar Lampung, Indonesia
    Int. Conf. Platf. Technol. Serv., PlatCon - Proc., 2022, (29-33):
  • [33] Vulnerability Detection in Smartphones A Systematic Literature Review
    Mejia-Miranda, Jezreel
    Melchor-Velasquez, Ricardo E.
    Munoz-Mata, Mirna Ariadna
    2017 12TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI), 2017,
  • [34] Automatic feedback in online learning environments: A systematic literature review
    Cavalcanti A.P.
    Barbosa A.
    Carvalho R.
    Freitas F.
    Tsai Y.-S.
    Gašević D.
    Mello R.F.
    Computers and Education: Artificial Intelligence, 2021, 2
  • [35] Systematic literature review: References extraction helper and automatic analysis
    Vignau, Benjamin
    Clemente, Patrice
    Berthome, Pascal
    SOFTWARE IMPACTS, 2024, 21
  • [36] Automatic Boolean Query Refinement for Systematic Review Literature Search
    Scells, Harrisen
    Zuccon, Guido
    Koopman, Bevan
    WEB CONFERENCE 2019: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW 2019), 2019, : 1646 - 1656
  • [37] Automatic endpoint detection to support the systematic review process
    Blake, Catherine
    Lucic, Ana
    JOURNAL OF BIOMEDICAL INFORMATICS, 2015, 56 : 42 - 56
  • [38] A systematic review of automatic text summarization for biomedical literature and EHRs
    Wang, Mengqian
    Wang, Manhua
    Yu, Fei
    Yang, Yue
    Walker, Jennifer
    Mostafa, Javed
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2021, 28 (10) : 2287 - 2297
  • [39] Automatic Boolean Query Formulation for Systematic Review Literature Search
    Scells, Harrisen
    Zuccon, Guido
    Koopman, Bevan
    Clark, Justin
    WEB CONFERENCE 2020: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW 2020), 2020, : 1071 - 1081
  • [40] Systematic literature review on automatic generation of help in programming exercises
    Vera, Victor Daniel Gil
    CUADERNO ACTIVA, 2021, (13): : 89 - 102