| Dataset | XSum | |||||||||
| 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 | 99.2 | 100 | 98.4 | 98 | 100 | 96 | 53 | 100 | 6 |
| LLaMA 7B | 100 | 100 | 100 | 100 | 100 | 100 | 50.8 | 100 | 1.6 | |
| LLaMA 13B | 100 | 100 | 100 | 100 | 100 | 100 | 54.4 | 100 | 8 | |
| Mixtral 8x7B | 100 | 100 | 100 | 95.7 | 100 | 91.4 | 50.3 | 100 | 0.6 | |
| LiRA Base | Mistral 7B | 100 | 100 | 100 | 49.7 | 0 | 0 | 50 | 0 | 0 |
| LLaMA 7B | 100 | 100 | 100 | 100 | 100 | 100 | 50.6 | 100 | 1.2 | |
| LLaMA 13B | 100 | 100 | 100 | 100 | 100 | 100 | 51.5 | 100 | 3 | |
| Mixtral 8x7B | 100 | 100 | 100 | 94 | 100 | 89 | 50 | 100 | 100 | |