| Dataset | AGNews | |||||||||
| Threshold Values | Threshold = 0.0001 | Threshold = 0.11 | Threshold = 1.2 | |||||||
| Metrics | Accuracy | Precision | Recall | Accuracy | Precision | Recall | Accuracy | Precision | Recall | |
| Attacks | Models |
| ||||||||
| LiRA Candidate | Mistral 7B | 60 | 55.5 | 100 | 60.1 | 55.6 | 100 | 57.1 | 54.1 | 92.6 |
| LLaMA 7B | 98.9 | 97.8 | 100 | 99.67 | 98.03 | 100 | 78.4 | 100 | 56.8 | |
| LLaMA 13B | 100 | 100 | 100 | 100 | 100 | 100 | 54.4 | 100 | 8.8 | |
| Mixtral 8x7B | 100 | 100 | 100 | 100 | 100 | 100 | 55.8 | 100 | 11.6 | |
| LiRA Base | Mistral 7B | 55.8 | 50 | 100 | 49.6 | 16 | 55.8 | 50.2 | 75 | 0.6 |
| LLaMA 7B | 50 | 50 | 100 | 100 | 100 | 100 | 100 | 12.8 | 100 | |
| LLaMA 13B | 100 | 100 | 100 | 100 | 100 | 100 | 65.1 | 100 | 30.2 | |
| Mixtral 8x7B | 100 | 100 | 100 | 99.9 | 100 | 100 | 54.2 | 100 | 10 | |