500 pre-2020 human essays all pass Pangram, shoring up AI detector's bounty

TuhinChakr · x · 2026-11-14

Economist John Holbein tested Pangram's AI detector with 500 never-published, pre-2020, 100% human-written essays — all came back 100% human. The test was sparked by a $500 bounty from Nition for real human text (750+ consecutive words, flagged ≥75% AI, provably written pre-2020) that Pangram mislabels. Holbein caveats that most real-world AI usage produces mixed-provenance documents, and rigorous systematic evaluation of such texts is still missing, but he concedes Pangram is better than he was willing to admit.

Related event: Pangram Detects Zero False Positives on Pre-2020 Human Texts, $500 Bounty Unclaimed(4 posts)→

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