GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human
Yuxia Wang, Artem Shelmanov, Jonibek Mansurov, Akim Tsvigun, Vladislav Mikhailov, Rui Xing, Zhuohan Xie, Jiahui Geng, Giovanni Puccetti, Ekaterina Artemova, Jinyan Su, Minh Ngoc Ta, Mervat Abassy, Kareem Ashraf Elozeiri, Saad El Dine Ahmed El Etter, Maiya Goloburda, Tarek Mahmoud, Raj Vardhan Tomar, Nurkhan Laiyk, Osama Mohammed Afzal, Ryuto Koike, Masahiro Kaneko, Alham Fikri Aji, Nizar Habash, Iryna Gurevych, Preslav Nakov
Correct Metadata for
Abstract
We present the GenAI Content Detection Task 1 – a shared task on binary machine generated text detection, conducted as a part of the GenAI workshop at COLING 2025. The task consists of two subtasks: Monolingual (English) and Multilingual. The shared task attracted many participants: 36 teams made official submissions to the Monolingual subtask during the test phase and 27 teams – to the Multilingual. We provide a comprehensive overview of the data, a summary of the results – including system rankings and performance scores – detailed descriptions of the participating systems, and an in-depth analysis of submissions.- Anthology ID:
- 2025.genaidetect-1.27
- 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:
- 244–261
- Language:
- URL:
- https://aclanthology.org/2025.genaidetect-1.27/
- DOI:
- Bibkey:
- Cite (ACL):
- Yuxia Wang, Artem Shelmanov, Jonibek Mansurov, Akim Tsvigun, Vladislav Mikhailov, Rui Xing, Zhuohan Xie, Jiahui Geng, Giovanni Puccetti, Ekaterina Artemova, Jinyan Su, Minh Ngoc Ta, Mervat Abassy, Kareem Ashraf Elozeiri, Saad El Dine Ahmed El Etter, Maiya Goloburda, Tarek Mahmoud, Raj Vardhan Tomar, Nurkhan Laiyk, Osama Mohammed Afzal, Ryuto Koike, Masahiro Kaneko, Alham Fikri Aji, Nizar Habash, Iryna Gurevych, and Preslav Nakov. 2025. GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human. In Proceedings of the 1stWorkshop on GenAI Content Detection (GenAIDetect), pages 244–261, Abu Dhabi, UAE. International Conference on Computational Linguistics.
- Cite (Informal):
- GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human (Wang et al., GenAIDetect 2025)
- Copy Citation:
- PDF:
- https://aclanthology.org/2025.genaidetect-1.27.pdf
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@inproceedings{wang-etal-2025-genai,
title = "{G}en{AI} Content Detection Task 1: {E}nglish and Multilingual Machine-Generated Text Detection: {AI} vs. Human",
author = "Wang, Yuxia and
Shelmanov, Artem and
Mansurov, Jonibek and
Tsvigun, Akim and
Mikhailov, Vladislav and
Xing, Rui and
Xie, Zhuohan and
Geng, Jiahui and
Puccetti, Giovanni and
Artemova, Ekaterina and
Su, Jinyan and
Ta, Minh Ngoc and
Abassy, Mervat and
Elozeiri, Kareem Ashraf and
El Etter, Saad El Dine Ahmed and
Goloburda, Maiya and
Mahmoud, Tarek and
Tomar, Raj Vardhan and
Laiyk, Nurkhan and
Mohammed Afzal, Osama and
Koike, Ryuto and
Kaneko, Masahiro and
Aji, Alham Fikri and
Habash, Nizar and
Gurevych, Iryna and
Nakov, Preslav",
editor = "Alam, Firoj and
Nakov, Preslav and
Habash, Nizar and
Gurevych, Iryna and
Chowdhury, Shammur and
Shelmanov, Artem and
Wang, Yuxia and
Artemova, Ekaterina and
Kutlu, Mucahid and
Mikros, George",
booktitle = "Proceedings of the 1stWorkshop on GenAI Content Detection (GenAIDetect)",
month = jan,
year = "2025",
address = "Abu Dhabi, UAE",
publisher = "International Conference on Computational Linguistics",
url = "https://aclanthology.org/2025.genaidetect-1.27/",
pages = "244--261",
abstract = "We present the GenAI Content Detection Task 1 {--} a shared task on binary machine generated text detection, conducted as a part of the GenAI workshop at COLING 2025. The task consists of two subtasks: Monolingual (English) and Multilingual. The shared task attracted many participants: 36 teams made official submissions to the Monolingual subtask during the test phase and 27 teams {--} to the Multilingual. We provide a comprehensive overview of the data, a summary of the results {--} including system rankings and performance scores {--} detailed descriptions of the participating systems, and an in-depth analysis of submissions."
}
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%0 Conference Proceedings %T GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human %A Wang, Yuxia %A Shelmanov, Artem %A Mansurov, Jonibek %A Tsvigun, Akim %A Mikhailov, Vladislav %A Xing, Rui %A Xie, Zhuohan %A Geng, Jiahui %A Puccetti, Giovanni %A Artemova, Ekaterina %A Su, Jinyan %A Ta, Minh Ngoc %A Abassy, Mervat %A Elozeiri, Kareem Ashraf %A El Etter, Saad El Dine Ahmed %A Goloburda, Maiya %A Mahmoud, Tarek %A Tomar, Raj Vardhan %A Laiyk, Nurkhan %A Mohammed Afzal, Osama %A Koike, Ryuto %A Kaneko, Masahiro %A Aji, Alham Fikri %A Habash, Nizar %A Gurevych, Iryna %A Nakov, Preslav %Y Alam, Firoj %Y Nakov, Preslav %Y Habash, Nizar %Y Gurevych, Iryna %Y Chowdhury, Shammur %Y Shelmanov, Artem %Y Wang, Yuxia %Y Artemova, Ekaterina %Y Kutlu, Mucahid %Y Mikros, George %S Proceedings of the 1stWorkshop on GenAI Content Detection (GenAIDetect) %D 2025 %8 January %I International Conference on Computational Linguistics %C Abu Dhabi, UAE %F wang-etal-2025-genai %X We present the GenAI Content Detection Task 1 – a shared task on binary machine generated text detection, conducted as a part of the GenAI workshop at COLING 2025. The task consists of two subtasks: Monolingual (English) and Multilingual. The shared task attracted many participants: 36 teams made official submissions to the Monolingual subtask during the test phase and 27 teams – to the Multilingual. We provide a comprehensive overview of the data, a summary of the results – including system rankings and performance scores – detailed descriptions of the participating systems, and an in-depth analysis of submissions. %U https://aclanthology.org/2025.genaidetect-1.27/ %P 244-261
Markdown (Informal)
[GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human](https://aclanthology.org/2025.genaidetect-1.27/) (Wang et al., GenAIDetect 2025)
- GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human (Wang et al., GenAIDetect 2025)
ACL
- Yuxia Wang, Artem Shelmanov, Jonibek Mansurov, Akim Tsvigun, Vladislav Mikhailov, Rui Xing, Zhuohan Xie, Jiahui Geng, Giovanni Puccetti, Ekaterina Artemova, Jinyan Su, Minh Ngoc Ta, Mervat Abassy, Kareem Ashraf Elozeiri, Saad El Dine Ahmed El Etter, Maiya Goloburda, Tarek Mahmoud, Raj Vardhan Tomar, Nurkhan Laiyk, Osama Mohammed Afzal, Ryuto Koike, Masahiro Kaneko, Alham Fikri Aji, Nizar Habash, Iryna Gurevych, and Preslav Nakov. 2025. GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human. In Proceedings of the 1stWorkshop on GenAI Content Detection (GenAIDetect), pages 244–261, Abu Dhabi, UAE. International Conference on Computational Linguistics.