Misogynistic Meme Detection in Dravidian Languages Using Kolmogorov Arnold-based Networks
Manasha Arunachalam, Navneet Krishna Chukka, Harish Vijay V, Premjith B, Bharathi Raja Chakravarthi
Abstract
The prevalence of misogynistic content online poses significant challenges to ensuring a safe and inclusive digital space for women. This study presents a pipeline to classify online memes as misogynistic or non misogynistic. The pipeline combines contextual image embeddings generated using the Vision Transformer Encoder (ViTE) model with text embeddings extracted from the memes using ModernBERT. These multimodal embeddings were fused and trained using three advanced types of Kolmogorov Artificial Networks (KAN): PyKAN, FastKAN, and Chebyshev KAN. The models were evaluated based on their F1 scores, demonstrating their effectiveness in addressing this issue. This research marks an important step towards reducing offensive online content, promoting safer and more respectful interactions in the digital world.- Anthology ID:
- 2025.dravidianlangtech-1.24
- 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:
- 144–151
- Language:
- URL:
- https://preview.aclanthology.org/Ingest-2025-COMPUTEL/2025.dravidianlangtech-1.24/
- DOI:
- Cite (ACL):
- Manasha Arunachalam, Navneet Krishna Chukka, Harish Vijay V, Premjith B, and Bharathi Raja Chakravarthi. 2025. Misogynistic Meme Detection in Dravidian Languages Using Kolmogorov Arnold-based Networks. In Proceedings of the Fifth Workshop on Speech, Vision, and Language Technologies for Dravidian Languages, pages 144–151, Acoma, The Albuquerque Convention Center, Albuquerque, New Mexico. Association for Computational Linguistics.
- Cite (Informal):
- Misogynistic Meme Detection in Dravidian Languages Using Kolmogorov Arnold-based Networks (Arunachalam et al., DravidianLangTech 2025)
- PDF:
- https://preview.aclanthology.org/Ingest-2025-COMPUTEL/2025.dravidianlangtech-1.24.pdf