50 pre-ChatGPT novels tested against Pangram AI detector: zero false positives

TuhinChakr · x · 2026-10-24

Amid debate over AI detector Pangram's false-positive rate, Tuhin Chakrabarty (Stony Brook), author of the study on AI-generated books on Amazon, ran a reverse test: 50 self-published novels released before ChatGPT were submitted to Pangram. Since none could be AI-generated, any flag would be a false positive — and all 50 came back negative. Novelist Vauhini Vara had also reported being unable to trick the system. An initial, though limited, data point supporting Pangram's accuracy claims.

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