ModelRefs / Intelligence per Dollar Methodology and Evidence
Intelligence per Dollar Methodology and Evidence
Artificial Analysis composite quality index divided by blended cost. Methodology, dataset provenance, and citation sources for Intelligence per Dollar.
Overview
Artificial Analysis composite quality index divided by blended cost.
How it is measured: Index = (MMLU-Pro + GPQA + MATH-500 + HumanEval+ + LiveCodeBench)/5 ÷ blended $/Mtok.
How this benchmark is scored
| Category | cost-efficiency |
|---|---|
| Maximum score | 1000 index/USD |
| Direction | Higher is better |
Primary source: https://artificialanalysis.ai/
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Frequently asked questions
What does the Intelligence per Dollar benchmark measure?
Artificial Analysis composite quality index divided by blended cost.
What is the methodology?
Index = (MMLU-Pro + GPQA + MATH-500 + HumanEval+ + LiveCodeBench)/5 ÷ blended $/Mtok.