mlsanityData to 7 Oct 2026

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

arXiv 2501.11012 ↗First posted 19 Jan 2025cs.CLcited by 11

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Abstract (arXiv)

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 26 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. https://github.com/mbzuai-nlp/COLING-2025-Workshop-on-MGT-Detection-Task1

Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). Builds on 28 of its 50 references that are in the map. First posted on arXiv 19 Jan 2025.

Builds on

28 of 50 references.

References · 28

  1. 2024The Llama 3 Herd of Modelscited by 14,192
  2. 2024Qwen2 Technical Reportcited by 2,076
  3. 2024Gemma 2: Improving Open Language Models at a Practical Sizecited by 1,928
  4. 2023DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvaturecited by 705
  5. 2019Release Strategies and the Social Impacts of Language Modelscited by 505
  6. 2019GLTR: Statistical Detection and Visualization of Generated Textcited by 490
  7. 2023How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detectioncited by 472
  8. 2024Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Textcited by 255
  9. 2023DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated Textcited by 207
  10. 2023RADAR: Robust AI-Text Detection via Adversarial Learningcited by 187
  11. 2024RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text Detectorscited by 157
  12. 2023MAGE: Machine-generated Text Detection in the Wildcited by 130
16 more
  1. 2023M4: Multi-generator, Multi-domain, and Multi-lingual Black-Box Machine-Generated Text Detectioncited by 118
  2. 2023Intrinsic Dimension Estimation for Robust Detection of AI-Generated Textscited by 111
  3. 2023MGTBench: Benchmarking Machine-Generated Text Detectioncited by 90
  4. 2023Multiscale Positive-Unlabeled Detection of AI-Generated Textscited by 59
  5. 2024LLM-as-a-Coauthor: Can Mixed Human-Written and Machine-Generated Text Be Detected?cited by 47
  6. 2024M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text Detectioncited by 43
  7. 2023ArguGPT: evaluating, understanding and identifying argumentative essays generated by GPT modelscited by 41
  8. 2023Overview of AuTexTification at IberLEF 2023: Detection and Attribution of Machine-Generated Text in Multiple Domainscited by 31
  9. 2023HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysiscited by 30
  10. 2024SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detectioncited by 30
  11. 2022Findings of the The RuATD Shared Task 2022 on Artificial Text Detection in Russiancited by 29
  12. 2024LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text Detectioncited by 25
  13. 2023G3Detector: General GPT-Generated Text Detectorcited by 17
  14. 2024Detection of Human and Machine-Authored Fake News in Urducited by 7
  15. 2024MAiDE-up: Multilingual Deception Detection of GPT-generated Hotel Reviewscited by 5
  16. 2024Advacheck at GenAI Detection Task 1: AI Detection Powered by Domain-Aware Multi-Taskingcited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 9; 2026: 2.

11 papers.

  1. 2025Human-LLM Coevolution: Evidence from Academic Writingcited by 15
  2. 2025Feature-Level Insights into Artificial Text Detection with Sparse Autoencoderscited by 14
  3. 2025Stress-testing Machine Generated Text Detection: Shifting Language Models Writing Style to Fool Detectorscited by 9
  4. 2025FAID: Fine-Grained AI-Generated Text Detection Using Multi-Task Auxiliary and Multi-Level Contrastive Learningcited by 5
  5. 2025Wikipedia in the Era of LLMs: Evolution and Riskscited by 4
  6. 2025Is Human-Like Text Liked by Humans? Multilingual Human Detection and Preference Against AIcited by 3
  7. 2025On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?cited by 3
  8. 2026Why AI-Generated Text Detection Fails: Evidence from Explainable AI Beyond Benchmark Accuracycited by 2
  9. 2025Beyond speculation: Measuring the growing presence of LLM-generated texts in multilingual disinformationcited by 1
  10. 2025AINL-Eval 2025 Shared Task: Detection of AI-Generated Scientific Abstracts in Russiancited by 0
  11. 2026Paraphrasing Attack Resilience of Various AI-Generated Text Detection Methodscited by 0