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The rapid public adoption of large language models (LLMs) has transformed written communication and creative production, while simultaneously creating growing concerns regarding authenticity, misinformation, and the preservation of human authorship. As AI-generated literary content becomes increasingly sophisticated, the ability to reliably distinguish machine-generated prose from authentic human
