Review of Multilingual Social Media Hate Speech Identification and Mitigation


Zhidebayeva A. Madaliyeva G. Sarsenbiyeva N. Aigerim T. Kemelbekova Z. Tastanbekova B.
2025Institute of Electrical and Electronics Engineers Inc.

International Conference on Computer Science and Engineering, UBMK
2025Issue 2025703 - 708 pp.

This work focuses on the proliferation of hate speech among children and adolescents, emphasizing the creation of a particular methodological framework to combat this issue within the Kazakhstani section of social networks. The study incorporates findings from international research undertaken in the USA, Great Britain, and various European nations, employing a complete methodology that encompasses theoretical analysis, synthesis, empirical comparison, and aspects of experimental techniques. Special emphasis is placed on the application of technical solutions for the identification and prevention of hate speech. The research investigates the development of a parser and the methodical accumulation of data required for training machine and deep learning algorithms to detect offensive and toxic remarks in real time. The developed solutions are designed to enhance the efficiency of automatic moderation on online platforms and safeguard vulnerable user groups. The study targets both novices and seasoned professionals in data analysis, highlighting the necessity for enhanced practical research in the utilization of deep learning algorithms. Future plans include the development of the proposed methodologies and the publication of articles focused on a comprehensive examination and optimization of intellectual models to combat the proliferation of hate speech.

deep learning , detection , machine learning , online content , social network

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Peoples Friendship University Named After Academician A.Kuatbekov, Dept of Computer Science and Mathematics, Shymkent, Kazakhstan
South Kazakhstan Pedagogical University Named After Ozbekali Zhanibekov, Department of Computer Science, Shymkent, Kazakhstan
M. Auezov South Kazakhstan University, Dept of Information Communication Technologies, Shymkent, Kazakhstan
M. Auezov South Kazakhstan University, Dept of Computer Science, Shymkent, Kazakhstan

Peoples Friendship University Named After Academician A.Kuatbekov
South Kazakhstan Pedagogical University Named After Ozbekali Zhanibekov
M. Auezov South Kazakhstan University
M. Auezov South Kazakhstan University

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Книга Публикация научной статьи Волощук 2026 Book Publication of a scientific article 2026