Scanning 2M words into Pangram: the AI detector even catches OCR hallucinations

moultano · x · 2026-11-15

A romance-book community moderator stress-tested the Pangram AI detector with over 2 million scanned words to verify its claimed 1-in-10,000 false positive rate. Stories published on RoyalRoad before ChatGPT were all correctly flagged as human-written. The striking finding: when scanning old books never available online, passages flagged as "AI-generated" turned out to be hallucinations from the OCR software (Mistral) — Pangram correctly identified those segments as AI while clearing the rest of the text, suggesting modern detectors can even catch OCR hallucinations.

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