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Confidence Intervals for Eval Pass Rates: The Arithmetic Every AI PM Needs

A pass rate from an eval is an estimate. This guide gives the formula for its 95% interval, a table of widths by sample size, when to use the Wilson interval and the rule of three, how many cases you need to detect a change, and when paired comparisons of two models can reduce the sample requirement.

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