eli-normalWTF 6.6via arXiv cs.AI
Style as a Confound: False Positives in AI Detection of Non-Native Academic Writing
"POV: you're failing class because your grammar is too 'efficient' for the detector."
Explain Like I'm Normal
A massive study of over 135,000 manuscripts reveals that AI detectors frequently flag non-native English writing as 'AI-generated' simply because the style is formal and formulaic. By comparing pre- and post-edited versions of the same papers, researchers proved these tools confuse linguistic polish with machine generation, leading to systemic bias against international scholars.
#ai detection#bias#academic integrity#nlp
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