Model Evaluation
Frontier AI Model Comparisons: A First-Principles Introduction
A benchmark score looks like one number. It is the product of a hidden configuration — which question set, which effort level, which cost point, which modality scope, which date — and comparing two scores without fixing all five is not a comparison.