Evaluation and reliability

Evaluation (eval)

stable definition

Definition

A systematic measurement of model or system behavior against defined tasks, criteria, datasets, or operational outcomes.

Distinguish it from nearby terms

An evaluation is the measurement process; a benchmark is a standardized evaluation set or protocol.

Check your understanding

The reported unit must say whether it measures a model, harness, full agent system, or production workflow.