Article Detail

Muhammed Meriç Türkyılmaz*, Yakup Kutlu

Keywords

Artificial intelligence LLM ML ethics

Doi :

Abstract

This study discusses how detectable AI-generated text is when modified using humanization methods and explores the ethical implications of this practice. First, the working principles of AI detectors and the criteria used are explained, followed by an examination of the techniques employed during humanization. Experiments conducted using Wikipedia and Kaggle data showed that AI-generated texts could be distinguished with 99.7% accuracy. The results indicate that such methods do not offer a permanent solution and that the real issue is the need to observe ethical principles.

References

• AI Humanize. (2025, Eylül 20). AI Humanize. https://aihumanize.io/
• Atayolu, Y., Kutlu, Y. (2024). Similarity and Classification Analysis in Turkish Question Generation of AI Tools According to Bloom’s Taxonomy. Tethys Environmental Science, 1(2), 87-98,
• Abouelyazid, N. (2024). ChatGPT, Gemini, Copilot, Perplexity and More: A Comparison of Modern AI Models. Journal of Artificial Intelligence with Applications, 5(1), 8-12,
• Bhagya, A. (2025, Eylül 11). Human vs AI 99% Acc [Veri seti]. Kaggle. https://www.kaggle.com/code/allelbhagya/human-vs-ai-99-acc
• Buchert, J. (2025, Mart 10). Do AI Humanizers Work? How Do They Work?. Intellectualead. https://intellectualead.com/do-ai-humanizers-work/
• ChatGPT. (2025, Eylül 20). ChatGPT. https://chatgpt.com/
• Goldsborough, M. (2025, January 20). wikipedia-api 0.7.1. Python Package Index (PyPI). https://pypi.org/project/Wikipedia-API/
• Grammarly. (2025, Eylül 20). AI Humanizer. https://www.grammarly.com/ai-humanizer
• Humanize AI. (2025, Eylül 20). Humanize AI. https://www.humanizeai.pro/
• Meydan, C. H. & Akkaş, H. (2025 Mayıs 3). Yapay Zekâ Ve Akademik Yazımda Etik: Chatgpt Kullanımının Fırsatları Ve Tehlikelerı Üzerine Birdeğerlendirme. Akademik Açı, 5(1), 2-10. https://dergipark.org.tr/tr/download/issue-file/86448
• Okaibedi, D. (2023, Şubat 22). ChatGPT and the rise of generative AI: Threat to academic integrity?. ScienceDirect. https://www.sciencedirect.com/science/article/pii/S2666659623000033
• Öncü, M., Kutlu, Y. (2024). Performance Comparison of Known AI Translation Tools for Turkish Language. Tethys Environmental Science, 1(3), 117-126
• QuillBot. (2025, Eylül 20). AI Humanizer. https://quillbot.com/ai-humanizer
• Santoro, K. (2024, Kasım 27). How Do AI Detectors Work? | Techniques & Accuracy. QuillBot Blog. https://quillbot.com/blog/ai-writing-tools/how-do-ai-detectors-work/
• TF IDF Nedir. (2021, Kasım 26). Turhost. https://www.turhost.com/blog/tf-idf-nedir/
• WriteHuman. (2025, Eylül 20). WriteHuman. https://writehuman.ai/
• Yükseköğretim Kurulu. (2024, Mayıs). Yükseköğretim Kurumları Bilimsel Araştırma Ve Yayın Faaliyetlerinde Üretken Yapay Zekâ Kullanımına Dair Etik Rehber. https://cdn.anadolu.edu.tr/files/anadolu-cms/GVz7XYek/announcement/yuksekogretim-kurumlari-bilimsel-arastirma-ve-yayin-faaliyetlerinde-uretken-yapay-zeka-kullanimina-dair-etik-rehber-93e43ab80ebf3202.pdf