TechExperts(IPN) at GenAI Detection Task 1: Detecting AI-Generated Text in English and Multilingual Contexts
Gull Mehak, Amna Qasim, Abdul Gafar Manuel Meque, Nisar Hussain, Grigori Sidorov, Alexander Gelbukh
Abstract
The ever-increasing spread of AI-generated text, driven by the considerable progress in large language models, entails a real problem for all digital platforms: how to ensure con tent authenticity. The team TechExperts(IPN) presents a method for detecting AI-generated content in English and multilingual contexts, using the google/gemma-2b model fine-tuned for COLING 2025 shared task 1 for English and multilingual. Training results show peak F1 scores of 97.63% for English and 97.87% for multilingual detection, highlighting the model’s effectiveness in supporting content integrity across platforms.- Anthology ID:
- 2025.genaidetect-1.14
- Volume:
- Proceedings of the 1stWorkshop on GenAI Content Detection (GenAIDetect)
- Month:
- January
- Year:
- 2025
- Address:
- Abu Dhabi, UAE
- Editors:
- Firoj Alam, Preslav Nakov, Nizar Habash, Iryna Gurevych, Shammur Chowdhury, Artem Shelmanov, Yuxia Wang, Ekaterina Artemova, Mucahid Kutlu, George Mikros
- Venues:
- GenAIDetect | WS
- SIG:
- Publisher:
- International Conference on Computational Linguistics
- Note:
- Pages:
- 161–165
- Language:
- URL:
- https://preview.aclanthology.org/fix-sig-urls/2025.genaidetect-1.14/
- DOI:
- Cite (ACL):
- Gull Mehak, Amna Qasim, Abdul Gafar Manuel Meque, Nisar Hussain, Grigori Sidorov, and Alexander Gelbukh. 2025. TechExperts(IPN) at GenAI Detection Task 1: Detecting AI-Generated Text in English and Multilingual Contexts. In Proceedings of the 1stWorkshop on GenAI Content Detection (GenAIDetect), pages 161–165, Abu Dhabi, UAE. International Conference on Computational Linguistics.
- Cite (Informal):
- TechExperts(IPN) at GenAI Detection Task 1: Detecting AI-Generated Text in English and Multilingual Contexts (Mehak et al., GenAIDetect 2025)
- PDF:
- https://preview.aclanthology.org/fix-sig-urls/2025.genaidetect-1.14.pdf