Membership Inference Attack on BookMIA Paraphrased v1 (test)
74.5AUROCADRA+
Evaluation Results
| Method | Links | |
|---|---|---|
| ADRA+Target Model=Llama2-7B, MIA Category=Active2026.02 | 74.5 | |
| ADRATarget Model=Llama2-7B, MIA Category=Active2026.02 | 73 | |
| N-SamplingTarget Model=Llama2-7B, MIA Category=Active2026.02 | 68.7 | |
| Min-K%Target Model=Llama2-7B, MIA Category=Passive2026.02 | 61 | |
| LossTarget Model=Llama2-7B, MIA Category=Passive2026.02 | 57.2 | |
| Min-K%++Target Model=Llama2-7B, MIA Category=Passive2026.02 | 53.7 | |
| ZlibTarget Model=Llama2-7B, MIA Category=Passive2026.02 | 40.6 |