Jailbreak Detection on Qwen2.5-VL-7B
89.2AccuracyKCD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KCDLayer=212025.12 | 89.2 | 96.1 | 17.8 | 90 | 96.3 | 93.6 | |
| KCDLayer=222025.12 | 88.8 | 96.3 | 18.7 | 89.6 | 96.1 | 94.1 | |
| KCDLayer=202025.12 | 87.3 | 97.2 | 22.5 | 88.5 | 96.1 | 94.8 | |
| MCDLayer=222025.12 | 87 | 98.2 | 24.2 | 88.3 | 98.1 | 98.3 | |
| MCDLayer=212025.12 | 86.6 | 98.1 | 24.8 | 88 | 97.7 | 98.7 | |
| MCDLayer=202025.12 | 86.3 | 94.9 | 25.2 | 87.8 | 97.1 | 97.4 | |
| HiddenDetectLayer=22–262025.12 | 76.5 | 85.4 | 37.3 | 76.7 | 79.9 | 76.5 | |
| GradSafeLayer=Critical Param.2025.12 | 70.2 | 85.1 | 44.7 | 74.1 | 72 | 73.5 | |
| JailGuardLayer=Output2025.12 | 56.1 | 64.1 | 51.9 | 59.4 | 44 | 45.4 |