Unverified50% confidenceFactExact time
When the single-run error probability p=0.10, the error rate of strict majority voting is 0.02800 for N=3, 0.00856 for N=5, and 0.000147 for N=10.
1
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50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
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UnverifiedFor an invoice classification model with 97% accuracy, when a reviewer examines 300 invoices per day, only about 9 will be wrong, and errors are buried among correct items, causing the reviewer's rejection rate to approach zero.78% similarUnverifiedUnder the any-of rule (passing if any run passes), at p=0.10 the error rate decreases geometrically with N: 0.0010 for N=3 and 1.000e-10 for N=10.76% similarUnverifiedIn AI evaluation, the probability that strict majority voting over N exchangeable runs still errs equals the binomial tail probability E(N, p) = P(Binomial(N, p) >= ceil(N/2)), where p is the probability that a single run errs.75% similar
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