Automatic Sarcasm Detection: Systematic Literature Review
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 pa...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-08-01
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| Series: | Information |
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| Online Access: | https://www.mdpi.com/2078-2489/13/8/399 |
| _version_ | 1797444585031467008 |
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| author | Alexandru-Costin Băroiu Ștefan Trăușan-Matu |
| author_facet | Alexandru-Costin Băroiu Ștefan Trăușan-Matu |
| author_sort | Alexandru-Costin Băroiu |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-09T13:13:58Z |
| format | Article |
| id | doaj.art-93942fb438b5421e9a57dc33a774f0fb |
| institution | Directory Open Access Journal |
| issn | 2078-2489 |
| language | English |
| last_indexed | 2024-03-09T13:13:58Z |
| publishDate | 2022-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Information |
| spelling | doaj.art-93942fb438b5421e9a57dc33a774f0fb2023-11-30T21:38:24ZengMDPI AGInformation2078-24892022-08-0113839910.3390/info13080399Automatic Sarcasm Detection: Systematic Literature ReviewAlexandru-Costin Băroiu0Ștefan Trăușan-Matu1Faculty of Automatic Control and Computer Science, Politehnica University of Bucharest, 060042 Bucharest, RomaniaFaculty of Automatic Control and Computer Science, Politehnica University of Bucharest, 060042 Bucharest, RomaniaSarcasm 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.https://www.mdpi.com/2078-2489/13/8/399automatic sarcasm detectionnatural language processingsystematic literature review |
| spellingShingle | Alexandru-Costin Băroiu Ștefan Trăușan-Matu Automatic Sarcasm Detection: Systematic Literature Review Information automatic sarcasm detection natural language processing systematic literature review |
| title | Automatic Sarcasm Detection: Systematic Literature Review |
| title_full | Automatic Sarcasm Detection: Systematic Literature Review |
| title_fullStr | Automatic Sarcasm Detection: Systematic Literature Review |
| title_full_unstemmed | Automatic Sarcasm Detection: Systematic Literature Review |
| title_short | Automatic Sarcasm Detection: Systematic Literature Review |
| title_sort | automatic sarcasm detection systematic literature review |
| topic | automatic sarcasm detection natural language processing systematic literature review |
| url | https://www.mdpi.com/2078-2489/13/8/399 |
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