NLP_goats@DravidianLangTech 2025: Towards Safer Social Media: Detecting Abusive Language Directed at Women in Dravidian Languages
Vijay Karthick Vaidyanathan, Srihari V K, Thenmozhi Durairaj
Abstract
Social media in the present world is an essential communication platform for information sharing. But their emergence has now led to an increase in the proportion of online abuse, in particular against women in the form of abusive and offensive messages. A reflection of the social inequalities, the importance of detecting abusive language is highlighted by the fact that the usage has a profound psychological and social impact on the victims. This work by DravidianLangTech@NAACL 2025 aims at developing an automated abusive content detection system for women directed towards women on the Tamil and Malayalam platforms, two of the Dravidian languages. Based on a dataset of their YouTube comments about sensitive issues, the study uses multilingual BERT (mBERT) to detect abusive comments versus non-abusive ones. We achieved F1 scores of 0.75 in Tamil and 0.68 in Malayalam, placing us 13 and 9 respectively.- Anthology ID:
- 2025.dravidianlangtech-1.62
- Volume:
- Proceedings of the Fifth Workshop on Speech, Vision, and Language Technologies for Dravidian Languages
- Month:
- May
- Year:
- 2025
- Address:
- Acoma, The Albuquerque Convention Center, Albuquerque, New Mexico
- Editors:
- Bharathi Raja Chakravarthi, Ruba Priyadharshini, Anand Kumar Madasamy, Sajeetha Thavareesan, Elizabeth Sherly, Saranya Rajiakodi, Balasubramanian Palani, Malliga Subramanian, Subalalitha Cn, Dhivya Chinnappa
- Venues:
- DravidianLangTech | WS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 350–354
- Language:
- URL:
- https://preview.aclanthology.org/landing_page/2025.dravidianlangtech-1.62/
- DOI:
- Cite (ACL):
- Vijay Karthick Vaidyanathan, Srihari V K, and Thenmozhi Durairaj. 2025. NLP_goats@DravidianLangTech 2025: Towards Safer Social Media: Detecting Abusive Language Directed at Women in Dravidian Languages. In Proceedings of the Fifth Workshop on Speech, Vision, and Language Technologies for Dravidian Languages, pages 350–354, Acoma, The Albuquerque Convention Center, Albuquerque, New Mexico. Association for Computational Linguistics.
- Cite (Informal):
- NLP_goats@DravidianLangTech 2025: Towards Safer Social Media: Detecting Abusive Language Directed at Women in Dravidian Languages (Vaidyanathan et al., DravidianLangTech 2025)
- PDF:
- https://preview.aclanthology.org/landing_page/2025.dravidianlangtech-1.62.pdf