Stubbi
Rankings
Benchmark

AILuminate Safety

Measure whether AI chat systems avoid hazardous responses to direct requests.

Checked Nov 4, 2026MLCommons methodology

Explore the original evidence

Explore the original evaluation, its methods, and reported findings.

Open eval

Coverage

Safety 1.2.1: single-turn English text exchanges across twelve hazard categories. Problem Set 2.0 contains 3,900 confidential official prompts, with a separate practice set.

Methodology

A purpose-built deterministic evaluator judges responses against the published assessment standard. Equally weighted hazard categories produce percentiles calibrated to a fixed reference set; results retain benchmark and evaluator versions. Current percentiles are not comparable with pre-1.2 grades; the benchmark does not measure helpfulness or capability.

People & organizations

1

Sources

Candela launch and exact editionHacker News discovery