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Membership Inference Attack on BookMIA Paraphrased v1 (test)

74.5AUROCADRA+
39.24448.39757.5566.703Feb 22, 2026

Evaluation results

MethodLinks
ADRA+Target Model=Llama2-7B, MIA Category=Active2026.0274.5
ADRATarget Model=Llama2-7B, MIA Category=Active2026.0273
N-SamplingTarget Model=Llama2-7B, MIA Category=Active2026.0268.7
Min-K%Target Model=Llama2-7B, MIA Category=Passive2026.0261
LossTarget Model=Llama2-7B, MIA Category=Passive2026.0257.2
Min-K%++Target Model=Llama2-7B, MIA Category=Passive2026.0253.7
ZlibTarget Model=Llama2-7B, MIA Category=Passive2026.0240.6