LinguAIsts@DravidianLangTech 2025: Misogyny Meme Detection using multimodel Approach
Arthi R, Pavithra J, Dr G Manikandan, Lekhashree A, Dhanyashree G, Bommineni Sahitya, Arivuchudar K, Kalpana K
Abstract
Memes often disseminate misogynistic material, which nurtures gender discrimination and stereotyping. While it is an effective tool of communication, social media has also provided a fertile ground for online abuse. This vital issue in the multilingual and multimodal setting is tackled by the Misogyny Meme Detection Shared Task. Our method employs advanced NLP techniques and machine learning models to classify memes in Malayalam and Tamil, two low-resource languages. Preprocessing of text includes tokenization, lemmatization, and stop word removal. Features are then extracted using TF-IDF. With the best achievable hyperparameters, along with the SVM model, our system provided very promising outcomes and ranked 9th among the systems competing in the Tamil task with a 0.71259 F1-score, and ranked 15th with an F1-score of 0.68186 in the Malayalam taks. With this research work, it would be established how important AI-based solutions are toward stopping online harassment and developing secure online spaces.- Anthology ID:
- 2025.dravidianlangtech-1.54
- 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:
- 309–314
- Language:
- URL:
- https://preview.aclanthology.org/Author-Pages-WenzhengZhang-ZhengyanShi-ShuYang/2025.dravidianlangtech-1.54/
- DOI:
- 10.18653/v1/2025.dravidianlangtech-1.54
- Cite (ACL):
- Arthi R, Pavithra J, Dr G Manikandan, Lekhashree A, Dhanyashree G, Bommineni Sahitya, Arivuchudar K, and Kalpana K. 2025. LinguAIsts@DravidianLangTech 2025: Misogyny Meme Detection using multimodel Approach. In Proceedings of the Fifth Workshop on Speech, Vision, and Language Technologies for Dravidian Languages, pages 309–314, Acoma, The Albuquerque Convention Center, Albuquerque, New Mexico. Association for Computational Linguistics.
- Cite (Informal):
- LinguAIsts@DravidianLangTech 2025: Misogyny Meme Detection using multimodel Approach (R et al., DravidianLangTech 2025)
- PDF:
- https://preview.aclanthology.org/Author-Pages-WenzhengZhang-ZhengyanShi-ShuYang/2025.dravidianlangtech-1.54.pdf