LexiLogic@DravidianLangTech 2025: Detecting Fake News in Malayalam and AI-Generated Product Reviews in Tamil and Malayalam

Souvik Bhattacharyya, Pranav Gupta, Niranjan Kumar M, Billodal Roy


Abstract
Fake news and hard-to-detect AI-generated content are pressing issues in online media, which are expected to exacerbate due to the recent advances in generative AI. Moreover, tools to keep such content under check are less accurate for languages with less available online data. In this paper, we describe our submissions to two shared tasks at the NAACL Dravidian Language Tech workshop, namely detecting fake news in Malayalam and detecting AI-generated product reviews in Malayalam and Tamil. We obtained test macro F1 scores of 0.29 and 0.82 in the multi-class and binary classification sub-tasks within the Malayalam fake news task, and test macro F1 scores of 0.9 and 0.646 in the task of detecting AI-generated product reviews in Malayalam and Tamil respectively.
Anthology ID:
2025.dravidianlangtech-1.79
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:
448–453
Language:
URL:
https://preview.aclanthology.org/fix-sig-urls/2025.dravidianlangtech-1.79/
DOI:
Bibkey:
Cite (ACL):
Souvik Bhattacharyya, Pranav Gupta, Niranjan Kumar M, and Billodal Roy. 2025. LexiLogic@DravidianLangTech 2025: Detecting Fake News in Malayalam and AI-Generated Product Reviews in Tamil and Malayalam. In Proceedings of the Fifth Workshop on Speech, Vision, and Language Technologies for Dravidian Languages, pages 448–453, Acoma, The Albuquerque Convention Center, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):
LexiLogic@DravidianLangTech 2025: Detecting Fake News in Malayalam and AI-Generated Product Reviews in Tamil and Malayalam (Bhattacharyya et al., DravidianLangTech 2025)
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https://preview.aclanthology.org/fix-sig-urls/2025.dravidianlangtech-1.79.pdf