Study Category: Detection Methodology

Sentence-Level AI Detection for Academic Integrity: A Granular Approach to Reducing False Positives in Mixed-Authorship Submissions

A proprietary sentence-level classifier built for academic submissions, evaluated on 4,200 human-authored texts and 2,600 mixed-authorship documents, with hard negative mining used to reduce false positive rates on non-native English writing.