95% Accuracy, 0.057 Brier Score on Faithful-vs-Fabricated Pairs — With Caveats
mikegiannulis · x · 2026-09-18
On 148 clean faithful-vs-fabricated pairs, Jev scored 95% accuracy with a Brier score of 0.057 (lower is better).
The author is measured: a small test doesn't prove perfect calibration in production. The useful question is when the system should act on its own and when a human should check.
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