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Formal verification of safety classifiers on Toxigen

0.9tau* ScoreGaussian Mixture Models
0.5360.63050.7250.8195May 11, 2026

Evaluation results

MethodLinks
Gaussian Mixture ModelsVerification type=GMM, Model=GPT-2, K=3, Cov=FULL2026.050.90.98
Gaussian Mixture ModelsVerification type=GMM, Model=Llama, K=3, Cov=DIAG2026.050.80.8
Gaussian Mixture ModelsVerification type=GMM, Model=BERT, K=1, Cov=FULL2026.050.551