Amplifying, Not Learning: The Price of Out-of-Distribution Generalization in AI-Text Detection

Alexander Smirnov

AI-text detectors gate decisions in education, hiring, and publishing, yet they flag the most fluent, formal human writing as machine-generated: they rate the median formal-native…