Author

Bugeun Kim

Chung-Ang University

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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

#artificial intelligence Preprint Aug 2026

Stride-k Subsampling: Train-Free Audio Token Reduction for Whisper

Requiring no training or auxiliary computation, stride-k subsampling exploits Whisper's preprocessing redundancy, indicating that its audio-token interface carries more capacity than downstream tasks require.

Chanhee Cho, Junhyuk Choi, Bugeun Kim · 0 citations