| Creators: |
Xie, Hetiao S. and Namvar, Morteza and Risius, Marten |
| Title: |
A Review of Hate Speech Detection: Challenges and Innovations |
| Item Type: |
Conference or Workshop Item |
| Event Title: |
(Proceedings of the) 28th DIGIT Workshop "Innovation Amplified: Unleashing the Potential of AI and Emerging Technologies through Effective Adoption and Diffusion" |
| Event Location: |
Hyderabad, India |
| Event Dates: |
October, 13, 2023 |
| Paper No. / Type of Paper: |
15 / Research in Progress |
| Date: |
1 December 2023 |
| Divisions: |
Informationsmanagement |
| Abstract (ENG): |
Hate speech on social media platforms has severe impacts on individuals, online communities,
and society. Platforms are criticized for shirking their responsibilities to effectively moderate hate
speech on their platforms. However, Various challenges, including implicit expressions,
complicate the task of detecting hate speech. Consequently, developing and tuning algorithms for
improving the automated detection of hate speech has emerged as a crucial research topic. This
paper aims to contribute to this rapidly emerging field by outlining how the adoption of natural
language processing and machine learning technologies has helped hate speech detection, delving
into the latest mainstream detection techniques and their performance, and offering a
comprehensive review of the literature on hate speech detection online including the notable
challenges and respective mitigating efforts. This paper proposes the integration of
interdisciplinary perspectives into deep learning models to enhance the generalization of models,
providing a new agenda for future research. |
| Forthcoming: |
No |
| Language: |
English |
| Uncontrolled Keywords: |
hate speech detection, natural language processing, social media, text classification,
deep learning, machine learning |
| Citation: |
Xie, Hetiao S. and Namvar, Morteza and Risius, Marten
(2023)
A Review of Hate Speech Detection: Challenges and Innovations.
In: (Proceedings of the) 28th DIGIT Workshop "Innovation Amplified: Unleashing the Potential of AI and Emerging Technologies through Effective Adoption and Diffusion", October, 13, 2023, Hyderabad, India, Paper 15 / Research in Progress.
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