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

[41] A fusion approach to detect sarcasm using NLTK models BERT and XG Boost
Sharma, Surbhi
Joshi, Nisheeth
JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2024, 45 (04): : 981 - 990
[42] EEBERT: An Emoji-Enhanced BERT Fine-Tuning on Amazon Product Reviews for Text Sentiment Classification
Narejo, Komal Rani
Zan, Hongying
Dharmani, Kheem Parkash
Zhou, Lijuan
Alahmadi, Tahani Jaser
Assam, Muhammad
Sehito, Nabila
Ghadi, Yazeed Yasin
IEEE ACCESS, 2024, 12 : 131954 - 131967
[43] Sarcasm Detection on Flickr Using a CNN
Das, Dipto
Clark, Anthony J.
2018 INTERNATIONAL CONFERENCE ON COMPUTING AND BIG DATA (ICCBD 2018), 2018, : 56 - 61
[44] Sarcasm Detection Using an Ensemble Approach
Lemmens, Jens
Burtenshaw, Ben
Lotfi, Ehsan
Markov, Ilia
Daelemans, Walter
FIGURATIVE LANGUAGE PROCESSING, 2020, : 264 - 269
[45] Multimodal text-emoji fusion using deep neural networks for text-based emotion detection in online communication
Kusal, Sheetal
Patil, Shruti
Kotecha, Ketan
JOURNAL OF BIG DATA, 2025, 12 (01)
[46] Text Augmentation Using BERT for Image Captioning
Atliha, Viktar
Sesok, Dmitrij
APPLIED SCIENCES-BASEL, 2020, 10 (17):
[47] Turkish Medical Text Classification Using BERT
Celikten, Azer
Bulut, Hasan
29TH IEEE CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS (SIU 2021), 2021,
[48] Text-based Sarcasm Detection on Social Networks: A Systematic Review
Alqahtani, Amal
Alhenaki, Lubna
Alsheddi, Abeer
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (03) : 313 - 328
[49] BERT-LSTM model for sarcasm detection in code-mixed social media post
Pandey, Rajnish
Singh, Jyoti Prakash
JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2023, 60 (01) : 235 - 254
[50] Stance-level Sarcasm Detection with BERT and Stance-centered Graph Attention Networks
Zhang, Yazhou
Ma, Dan
Tiwari, Prayag
Zhang, Chen
Masud, Mehedi
Shorfuzzaman, Mohammad
Song, Dawei
ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2023, 23 (02)

← 1 2 3 4 5 →