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  5. Holistic Evaluation of Language Models
Evaluation & Benchmarksaka HELM

Holistic Evaluation of Language Models

Holistic Evaluation of Language Models is a framework for comparing language models across scenarios, metrics, and broader considerations.

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The methodology standardizes model adaptation, prompting, and measurement so results can be traced across use cases. It reports multiple dimensions rather than collapsing quality, efficiency, robustness, and fairness into one score. Coverage is limited to the scenarios and models included in a given release.

Related terms

Evaluation HarnessAI BenchmarkModel LeaderboardRegression Evaluation