Why it matters

Safety eval frameworks shape production quality. Understanding shapes practice.

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The architecture

Task suites per safety axis.

Scorers (LLM-judge, classifier).

Leaderboards + reports.

Safety eval landscapeTask suitesper safety axisScorersjudge + classifierLeaderboard + reportcompare modelsCombine multiple frameworks for coverage; no single framework complete
Safety eval frameworks.
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How it works end to end

HELM: broad benchmark.

HarmBench: harmful requests.

JailbreakBench: attack success.

AdvBench: adversarial prompts.