{"slug": "your-ai-text-is-not-mine", "title": "Your AI Text is not Mine", "summary": "Researchers have systematically defined various notions of AI-generated text and found that current detectors often perform well only for specific definitions but fail as broad detectors. The team introduced AITDNA, a new benchmark of human-machine co-constructed texts annotated with detailed genesis information including edit and AI-interaction history. The findings challenge the assumption that existing AI-text detection tools can reliably identify harmful use across real-world scenarios.", "body_md": "# Computer Science > Computation and Language\n\n[Submitted on 3 Jun 2026]\n\n# Title:'Your AI Text is not Mine': Redefining and Evaluating AI-generated Text Detection under Realistic Assumptions\n\n[View PDF](/pdf/2606.04906)\n\n[HTML (experimental)](https://arxiv.org/html/2606.04906v1)\n\nAbstract:Although it is generally agreed that AI-generated text poses a broad societal risk, there is no common understanding in the AI-generated text detection literature on what constitutes harmful use. Rather, existing datasets and approaches often define their own criteria and make their own assumptions, sometimes implicitly, and often only loosely related to real-world needs and applications. To address this gap, we here systematically define various notions of AI-generated text and their characteristics. To study these, we collect AITDNA - a new benchmark of human-machine co-constructed texts that is annotated with detailed genesis information, such as the entire edit and AI-interaction history. We benchmark various machine-generated text detectors and find that they often only perform well for specific notions but not as broad detectors. We release code and data publicly.\n\n### References & Citations\n\nLoading...\n\n# Bibliographic and Citation Tools\n\nBibliographic Explorer\n\n*(*[What is the Explorer?](https://info.arxiv.org/labs/showcase.html#arxiv-bibliographic-explorer))\nConnected Papers\n\n*(*[What is Connected Papers?](https://www.connectedpapers.com/about))\nLitmaps\n\n*(*[What is Litmaps?](https://www.litmaps.co/))\nscite Smart Citations\n\n*(*[What are Smart Citations?](https://www.scite.ai/))# Code, Data and Media Associated with this Article\n\nalphaXiv\n\n*(*[What is alphaXiv?](https://alphaxiv.org/))\nCatalyzeX Code Finder for Papers\n\n*(*[What is CatalyzeX?](https://www.catalyzex.com))\nDagsHub\n\n*(*[What is DagsHub?](https://dagshub.com/))\nGotit.pub\n\n*(*[What is GotitPub?](http://gotit.pub/faq))\nHugging Face\n\n*(*[What is Huggingface?](https://huggingface.co/huggingface))\nScienceCast\n\n*(*[What is ScienceCast?](https://sciencecast.org/welcome))# Demos\n\n# Recommenders and Search Tools\n\nInfluence Flower\n\n*(*[What are Influence Flowers?](https://influencemap.cmlab.dev/))\nCORE Recommender\n\n*(*[What is CORE?](https://core.ac.uk/services/recommender))# arXivLabs: experimental projects with community collaborators\n\narXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.\n\nBoth individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.\n\nHave an idea for a project that will add value for arXiv's community? [ Learn more about arXivLabs](https://info.arxiv.org/labs/index.html).", "url": "https://wpnews.pro/news/your-ai-text-is-not-mine", "canonical_source": "https://arxiv.org/abs/2606.04906", "published_at": "2026-06-04 05:45:56+00:00", "updated_at": "2026-06-04 06:18:07.064317+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "large-language-models", "generative-ai", "ai-safety"], "entities": ["AITDNA"], "alternates": {"html": "https://wpnews.pro/news/your-ai-text-is-not-mine", "markdown": "https://wpnews.pro/news/your-ai-text-is-not-mine.md", "text": "https://wpnews.pro/news/your-ai-text-is-not-mine.txt", "jsonld": "https://wpnews.pro/news/your-ai-text-is-not-mine.jsonld"}}