Harm Laundering in GPT Models: Gender Discrimination Transformed Rather Than

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Safety evaluations for large language models rely on surface-form classifiers that report declining harm scores across model generations. We provide evidence that this methodology is systematically incomplete: explicit discriminatory content is transformed ra…