Evaluation

Benchmark

A benchmark is a specified dataset, protocol, and metric used for comparison.

Same tasksScoreModel A50081%Model B50076%Same tasks and same scoring make results comparable.
A benchmark is a specified dataset, protocol, and metric used for comparison. Values shown in the worked visual are illustrative unless the labels state otherwise.

How it works

Meaningful comparisons require the same version, prompt policy, scoring rules, and contamination controls. A score without its protocol is incomplete.

A concrete example

Illustrative: evaluate 2,000 fixed items with exact-match scoring and report 1,540 correct.

Do not confuse it with Evaluation

a benchmark is a standardized evaluation instance; evaluation is the broader measurement process.

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