Overview of the Shared Task on Detecting AI Generated Product Reviews in Dravidian Languages: DravidianLangTech@NAACL 2025

Premjith B, Nandhini Kumaresh, Bharathi Raja Chakravarthi, Thenmozhi Durairaj, Balasubramanian Palani, Sajeetha Thavareesan, Prasanna Kumar Kumaresan


Abstract
The detection of AI-generated product reviews is critical due to the increased use of large language models (LLMs) and their capability to generate convincing sentences. The AI-generated reviews can affect the consumers and businesses as they influence the trust and decision-making. This paper presents the overview of the shared task on Detecting AI-generated product reviews in Dravidian Languages” organized as part of DravidianLangTech@NAACL 2025. This task involves two subtasks—one in Malayalam and another in Tamil, both of which are binary classifications where a review is to be classified as human-generated or AI-generated. The dataset was curated by collecting comments from YouTube videos. Various machine learning and deep learning-based models ranging from SVM to transformer-based architectures were employed by the participants.
Anthology ID:
2025.dravidianlangtech-1.21
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:
123–132
Language:
URL:
https://preview.aclanthology.org/moar-dois/2025.dravidianlangtech-1.21/
DOI:
10.18653/v1/2025.dravidianlangtech-1.21
Bibkey:
Cite (ACL):
Premjith B, Nandhini Kumaresh, Bharathi Raja Chakravarthi, Thenmozhi Durairaj, Balasubramanian Palani, Sajeetha Thavareesan, and Prasanna Kumar Kumaresan. 2025. Overview of the Shared Task on Detecting AI Generated Product Reviews in Dravidian Languages: DravidianLangTech@NAACL 2025. In Proceedings of the Fifth Workshop on Speech, Vision, and Language Technologies for Dravidian Languages, pages 123–132, Acoma, The Albuquerque Convention Center, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):
Overview of the Shared Task on Detecting AI Generated Product Reviews in Dravidian Languages: DravidianLangTech@NAACL 2025 (B et al., DravidianLangTech 2025)
Copy Citation:
PDF:
https://preview.aclanthology.org/moar-dois/2025.dravidianlangtech-1.21.pdf