holistic

Definition

Evaluating across many dimensions at once instead of collapsing to a single headline number. Holistic evaluation efforts report accuracy alongside robustness, calibration, fairness, efficiency, and toxicity on the same scenarios, so that a leaderboard rank cannot hide a model that is fast and wrong or accurate and biased. Comprehensive stresses breadth of coverage; holistic stresses that the axes are read together, with trade-offs made visible rather than averaged away.