Annotation System to Build Cyberbullying and Hate Speech Detection Model Training Dataset

被引:0
作者
Febriana, Trisna [1 ]
Budiarto, Arif [2 ]
机构
[1] Bina Nusantara Univ, Sch Informat Syst, Informat Syst Dept, Jakarta 11480, Indonesia
[2] Bina Nusantara Univ, Sch Comp Sci, Comp Sci Dept, Jakarta 11480, Indonesia
来源
CHIUXID 2020: 6TH INTERNATIONAL ACM IN-COOPERATION HCI AND UX CONFERENCE | 2020年
关键词
Annotation System; Machine Learning; Twitter; Cyberbullying; Hate Speech;
D O I
10.1145/3431656.3432054
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
During 2019, Indonesian people experienced the election period which triggers many hate speech and cyberbullying cases on Twitter. A detection tool to screen social media data can be used to avoid the spread of negative content. A supervised machine learning approach can be used to build this detection tool. However, it needs thousands of labeled data to develop the machine learning model with high accuracy. In the current study phase, an annotation system was proposed to help the researchers to label Twitter raw data collected in the previous phase. An open-source tool was utilized to build a user-friendly web-based system. Three main features are proposed including multi labels annotation, multi-users validation, and dashboard page. This system can help the annotators to perform labeling task for thousands of text data.
引用
收藏
页码:29 / 30
页数:2
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