GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human

Gltr: Statistical detection and visualization of generated text

Original

Sebastian Gehrmann, Hendrik Strobelt, and Alexander M Rush. 2019 · 1906

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Release strategies and the social impacts of language models

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Irene Solaiman, Miles Brundage, Jack Clark, Amanda Askell, Ariel Herbert-Voss, Jeff Wu, Alec Radford, Gretchen Krueger, Jong Wook Kim, Sarah Kreps, et al. 2019 · 1908

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Findings of the the ruatd shared task 2022 on artificial text detection in russian

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Tatiana Shamardina, Vladislav Mikhailov, Daniil Chernianskii, Alena Fenogenova, Marat Saidov, Anastasiya Valeeva, Tatiana Shavrina, Ivan Smurov, Elena Tutubalina, and Ekaterina Artemova. 2022 · 2022

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Mgtbench: Benchmarking machine-generated text detection

Original

Xinlei He, Xinyue Shen, Zeyuan Chen, Michael Backes, and Yang Zhang. 2023 · 2023

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Radar: Robust ai-text detection via adversarial learning

Xiaomeng Hu, Pin-Yu Chen, and Tsung-Yi Ho. 2023 · 2023

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Mistral 7b

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Albert Q Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, et al. 2023 · 2023

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Deepfake text detection in the wild

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Yafu Li, Qintong Li, Leyang Cui, Wei Bi, Longyue Wang, Linyi Yang, Shuming Shi, and Yue Zhang. 2023 · 2023

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Argugpt: evaluating, understanding and identifying argumentative essays generated by gpt models

Original

Yikang Liu, Ziyin Zhang, Wanyang Zhang, Shisen Yue, Xiaojing Zhao, Xinyuan Cheng, Yiwen Zhang, and Hai Hu. 2023 · 2023

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MULTITuDE: Large-scale multilingual machine-generated text detection benchmark

Dominik Macko, Robert Moro, Adaku Uchendu, Jason Lucas, Michiharu Yamashita, Matúš Pikuliak, Ivan Srba, Thai Le, Dongwon Lee, Jakub Simko, and Maria Bielikova. 2023 · 2023

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Detectgpt: Zero-shot machine-generated text detection using probability curvature

Eric Mitchell, Yoonho Lee, Alexander Khazatsky, Christopher D Manning, and Chelsea Finn. 2023 · 2023

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Overview of the 2023 alta shared task: Discriminate between human-written and machine-generated text

Diego Molla, Haolan Zhan, Xuanli He, and Qiongkai Xu. 2023 · 2023

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Overview of autextification at iberlef 2023: Detection and attribution of machine-generated text in multiple domains

Original

Areg Mikael Sarvazyan, José Ángel González, Marc Franco-Salvador, Francisco Rangel, Berta Chulvi, and Paolo Rosso. 2023 · 2023

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Detectllm: Leveraging log rank information for zero-shot detection of machine-generated text

Jinyan Su, Terry Zhuo, Di Wang, and Preslav Nakov. 2023 · 2023

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Multiscale positive-unlabeled detection of ai-generated texts

Original

Yuchuan Tian, Hanting Chen, Xutao Wang, Zheyuan Bai, Qinghua Zhang, Ruifeng Li, Chao Xu, and Yunhe Wang. 2023 · 2023

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Howkgpt: Investigating the detection of chatgpt-generated university student homework through context-aware perplexity analysis

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Christoforos Vasilatos, Manaar Alam, Talal Rahwan, Yasir Zaki, and Michail Maniatakos. 2023 · 2023

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Ghostbuster: Detecting text ghostwritten by large language models

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Vivek Verma, Eve Fleisig, Nicholas Tomlin, and Dan Klein. 2023 · 2023

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Dna-gpt: Divergent n-gram analysis for training-free detection of gpt-generated text

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Xianjun Yang, Wei Cheng, Yue Wu, Linda Petzold, William Yang Wang, and Haifeng Chen. 2023 · 2023

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Gpt paternity test: Gpt generated text detection with gpt genetic inheritance

Xiao Yu, Yuang Qi, Kejiang Chen, Guoqiang Chen, Xi Yang, Pengyuan Zhu, Weiming Zhang, and Nenghai Yu. 2023 · 2023

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G3detector: General gpt-generated text detector

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Haolan Zhan, Xuanli He, Qiongkai Xu, Yuxiang Wu, and Pontus Stenetorp. 2023 · 2023

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Beat llms at their own game: Zero-shot llm-generated text detection via querying chatgpt

Biru Zhu, Lifan Yuan, Ganqu Cui, Yangyi Chen, Chong Fu, Bingxiang He, Yangdong Deng, Zhiyuan Liu, Maosong Sun, and Ming Gu. 2023 · 2023

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LLM-DetectAIve: a tool for fine-grained machine-generated text detection

Mervat Abassy, Kareem Elozeiri, Alexander Aziz, Minh Ngoc Ta, Raj Vardhan Tomar, Bimarsha Adhikari, Saad El Dine Ahmed, Yuxia Wang, Osama Mohammed Afzal, Zhuohan Xie, Jonibek Mansurov, Ekaterina Artemova, Vladislav Mikhailov, Rui Xing, Jiahui Geng, Hasan Iqbal, Zain Muhammad Mujahid, Tarek Mahmoud, Akim Tsvigun, Alham Fikri Aji, Artem Shelmanov, Nizar Habash, Iryna Gurevych, and Preslav Nakov. 2024 · 2024

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Detection of human and machine-authored fake news in urdu

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Muhammad Zain Ali, Yuxia Wang, Bernhard Pfahringer, and Tony Smith. 2024 · 2024

Cited alongside, same era.

LLM-as-a-coauthor: Can mixed human-written and machine-generated text be detected?

Qihui Zhang, Chujie Gao, Dongping Chen, Yue Huang, Yixin Huang, Zhenyang Sun, Shilin Zhang, Weiye Li, Zhengyan Fu, Yao Wan, and Lichao Sun. 2024 · 2024

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Advancing multilingual machine-generated text detection: Insights from the coling workshop task

Tolulope O. Abiola, Tewodros A. Bizuneh, Fatima Uroosa, Nida Hafeez, Grigori Sidorov, Olga Kolesnikova, and Olumide E. Ojo. 2025 · 2025

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Team osint at genai detection task 1: Multilingual mgt detection:leveraging cross-lingual adaptation for robust llms text identification

Shifali Agrahari and Ranbir Sanasam. 2025 · 2025

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Aaig at genai content detection task 1: Exploring syntactically-aware, resource-efficient small autoregressive decoders for ai content detection

Avanti Bhandarkar, Ronald Wilson, and Damon Woodard. 2025 · 2025

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Grape at genai content detection task 1: Llm agents in multilingual machine-generated text detection