Pangram's 15% FPR Claim in Humanizer Study Likely Isn't a True FPR

ScottBarkowski · x · 2026-09-24

ScottBarkowski points out that the study sloppily admits its claimed 15% false positive rate for Pangram (2023-2025) likely isn't a true FPR, while the key finding stands: AI humanizers make AI text hard for Pangram to detect.

paulnovosad replies that FPR/FNR confusion trips people up—being on the ball here requires slightly more analytical thinking than most social media users are prepared to exert, so the confusion persists.

Related event: AI Detector Debate Centers on Pangram and Confusion Over FPR/FNR(3 posts)→

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