Reference · Glossary

Benchmark

Last updated

A **standardized test suite** used to compare models on tasks like math, coding, safety, or retrieval — same questions, scored the same way.

#When to use

Choosing between models, tracking regressions after prompt changes, or reading vendor leaderboards with healthy skepticism.

#When not to

High benchmark scores don't guarantee your product works — real users, your docs, and your latency budget may differ completely.

#Example

MMLU measures broad knowledge across subjects; a model that tops MMLU can still hallucinate your company's refund policy without RAG.