Author

Hyeonchu Park

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Preprint Aug 2026

Style as a Confound: False Positives in AI Detection of Non-Native Academic Writing

The findings identify professional editing style as a key confounding variable in AI detector outputs, rather than establishing a full separation of text origin from linguistic style, raising concerns about fairness and reliability in academic settings.

Hyeonchu Park, Gahye Jeong, Bugeun Kim · 1 citation · ⚡1