How to Tell When a Benchmark Is Worth Trusting.¶
MLCommons. (2026). How to Tell When a Benchmark Is Worth Trusting.
Cited by¶
1 citation across 1 artifact.
Each citation links to the sentence it supports in the citing article.
Mechanisms¶
- Benchmark Refresh Audit
- The discipline is to separate whoever refreshes the benchmark from whoever's method is under judgment, to version every change, and to drive refreshes by measured distribution divergence rather than by disappointing scores.
This sourceRecommends independent benchmark stewardship, explicit versioning, and refreshes triggered by measured distribution change.
- The discipline is to separate whoever refreshes the benchmark from whoever's method is under judgment, to version every change, and to drive refreshes by measured distribution divergence rather than by disappointing scores.
Verification¶
Does it exist? Not checked yet. This entry carries no identifier to resolve. It was extracted from the citation as written in the article, normalized, and deduplicated against the rest of the registry.
Does it back the claim? Not recorded. The single citation of this work carries no recorded support check.
Support is checked per citation rather than per work — the same source can be cited soundly in one article and wrongly in another. Per-citation recording began recently, so a citation with no recorded check is a gap in the record rather than evidence it went unchecked.
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Registry ID ref:007ac1beacf0 · see in the full table