Sarcasm Detection for Japanese Text Using BERT and Emoji

被引：0

作者：

Okimoto, Yoshio ^{[1
]}

Suwa, Kosuke ^{[2
]}

Zhang, Jianwei ^{[2
]}

Li, Lin ^{[3
]}

机构：

[1] Cosmo Comp Syst Inc, Tokyo, Japan

[2] Iwate Univ, Morioka, Iwate, Japan

[3] Wuhan Univ Technol, Wuhan, Peoples R China

来源：

DATABASE AND EXPERT SYSTEMS APPLICATIONS, DEXA 2021, PT I | 2021年 / 12923卷

关键词：

Sarcasm detection; BERT; Emoji; Twitter;

D O I：

10.1007/978-3-030-86472-9_11

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we propose methods to detect sarcasm from Japanese text on Twitter by using the BERT language model and analyzing emoji as well as text. After constructing a Japanese Twitter dataset, we extract feature vector for both text and emoji. Our experimental results show that the usage of BERT and emoji can help improve the performance of sarcasm detection.

引用

页码：119 / 124

页数：6

共 50 条

[21] Ensembles for Text-Based Sarcasm Detection
Po Hung, Lai
Jia Yu, Chan
Kim On, Chin
19TH IEEE STUDENT CONFERENCE ON RESEARCH AND DEVELOPMENT (SCORED 2021), 2021, : 284 - 289
[22] BERT Pre-processed Deep Learning Model for Sarcasm Detection
Saumya Bhardwaj
Manas Ranjan Prusty
National Academy Science Letters, 2022, 45 : 203 - 208
[23] Grammatical structures of emoji in Japanese-language text conversations
Sekine, Kazuki
Ikuta, Manaka
COGNITIVE RESEARCH-PRINCIPLES AND IMPLICATIONS, 2024, 9 (01):
[24] BERT Pre-processed Deep Learning Model for Sarcasm Detection
Bhardwaj, Saumya
Prusty, Manas Ranjan
NATIONAL ACADEMY SCIENCE LETTERS-INDIA, 2022, 45 (02): : 203 - 208
[25] A clinical specific BERT developed using a huge Japanese clinical text corpus
Kawazoe, Yoshimasa
Shibata, Daisaku
Shinohara, Emiko
Aramaki, Eiji
Ohe, Kazuhiko
PLOS ONE, 2021, 16 (11):
[26] Deep Contextualised Text Representation and Learning for Sarcasm Detection
Ravi Teja Gedela
Ujwala Baruah
Badal Soni
Arabian Journal for Science and Engineering, 2024, 49 : 3719 - 3734
[27] Deep Contextualised Text Representation and Learning for Sarcasm Detection
Gedela, Ravi Teja
Baruah, Ujwala
Soni, Badal
ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2024, 49 (03) : 3719 - 3734
[28] SARCASM IN JAPANESE
ADACHI, T
STUDIES IN LANGUAGE, 1996, 20 (01): : 1 - 36
[29] Sentiment analysis of emoji fused reviews using machine learning and Bert
Khan, Amit
Majumdar, Dipankar
Mondal, Bikromadittya
SCIENTIFIC REPORTS, 2025, 15 (01):
[30] Sarcasm Text Detection on News Headlines Using Novel Hybrid Machine Learning Techniques
Singh, Neha
ADCAIJ-ADVANCES IN DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE JOURNAL, 2024, 13

← 1 2 3 4 5 →