Multilingual and Multi-Aspect Hate Speech Analysis

被引:0
|
作者
Ousidhoum, Nedjma [1 ]
Lin, Zizheng [1 ]
Zhang, Hongming [1 ]
Song, Yangqiu [1 ]
Yeung, Dit-Yan [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Current research on hate speech analysis is typically oriented towards monolingual and single classification tasks. In this paper, we present a new multilingual multi-aspect hate speech analysis dataset and use it to test the current state-of-the-art multilingual multitask learning approaches. We evaluate our dataset in various classification settings, then we discuss how to leverage our annotations in order to improve hate speech detection and classification in general.
引用
收藏
页码:4675 / 4684
页数:10
相关论文
共 50 条
  • [31] Multi-Aspect Embedding of Dynamic Graphs
    Sun, Aimin
    Gong, Zhiguo
    [J]. PROCEEDINGS OF THE 31ST ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, CIKM 2022, 2022, : 4520 - 4524
  • [32] HateDetector: Multilingual technique for the analysis and detection of online hate speech in social networks
    Rahul Anjum
    [J]. Multimedia Tools and Applications, 2024, 83 : 48021 - 48048
  • [33] HateDetector: Multilingual technique for the analysis and detection of online hate speech in social networks
    Anjum
    Katarya, Rahul
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 83 (16) : 48021 - 48048
  • [34] Hate speech recognition in multilingual text: hinglish documents
    Yadav A.K.
    Kumar M.
    Kumar A.
    Shivani
    Kusum
    Yadav D.
    [J]. International Journal of Information Technology, 2023, 15 (3) : 1319 - 1331
  • [35] Multi-Aspect Rating Inference with Aspect-Based Segmentation
    Zhu, Jingbo
    Zhang, Chunliang
    Ma, Matthew Y.
    [J]. IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2012, 3 (04) : 469 - 481
  • [36] WI based multi-aspect data analysis in a Brain Informatics portal
    Zhong, Ning
    Motomura, Shinichi
    [J]. AUTONOMOUS INTELLIGENT SYSTEMS: AGENTS AND DATA MINING, PROCEEDINGS, 2007, 4476 : 46 - +
  • [37] Multi-aspect analysis of measures to reduce the building 's energy demand
    Zukowski, Miroslaw
    [J]. JOURNAL OF BUILDING ENGINEERING, 2024, 91
  • [38] Multi-aspect permutation tests in shape analysis with small sample size
    Brombin, Chiara
    Salmaso, Luigi
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2009, 53 (12) : 3921 - 3931
  • [39] Multi-aspect analysis and optimization of biomass-fueled multi-generation plant
    Dong, Qi
    Wang, Zhaojie
    Lu, Qianqian
    Feng, Boxuan
    Sohail, Madni
    [J]. APPLIED THERMAL ENGINEERING, 2024, 242
  • [40] MASANet: Multi-Aspect Semantic Auxiliary Network for Visual Sentiment Analysis
    Cen, Jinglun
    Qing, Chunmei
    Ou, Haochun
    Xu, Xiangmin
    Tan, Junpeng
    [J]. IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2024, 15 (03) : 1439 - 1450