Dataset | AG News | |||||||||
Threshold Values | Threshold = 0.0001 | Threshold = 0.11 | Threshold = −0.08 | |||||||
Metrics | Accuracy | Precision | Recall | Accuracy | Precision | Recall | Accuracy | Precision | Recall | |
Attacks | Models |
| ||||||||
Self-calibrated Probabilistic Variation MIA | Mistral 7B | 74.40 | 66.14 | 100.00 | 50.00 | 50.00 | 100.00 | 86.80 | 100.00 | 73.60 |
LLaMA 7B | 93.70 | 88.81 | 100.00 | 50.00 | 50.00 | 100.00 | 81.70 | 100.00 | 63.40 | |
LLaMA 13B | 89.20 | 82.24 | 100.00 | 50.00 | 50.00 | 100.00 | 95.60 | 100.00 | 91.2 | |
Mixtral 8x7B | 91.60 | 85.86 | 99.60 | 50.10 | 50.05 | 100.00 | 57.30 | 100.00 | 14.60 |