Standard GenAI fairness tests can certify models as fair even when downstream interview decisions, red team rankings, multi-turn behavior, and user-modified image settings reveal systematic disparities.
Directive 2000/43/ec implementing the principle of equal treatment between persons irrespective of racial or ethnic origin,
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Towards Effective Discrimination Testing for Generative AI
Standard GenAI fairness tests can certify models as fair even when downstream interview decisions, red team rankings, multi-turn behavior, and user-modified image settings reveal systematic disparities.