Webpage Attack Detection on WebSentinel Dataset
0FNR (EIA)DataSentinel
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DataSentinel2026.02 | 0 | 0 | 0 | 71.5 | 79.2 | 100 | 100 | 95.5 | 28.5 | 100 | 42.5 | |
| WebSentinel-DataSentinelFramework=WebSentinel, Base Method=DataSentinel2026.02 | 0 | 0 | 0 | 56.9 | 42.4 | 82.9 | 91.4 | 87.3 | 6 | 31.8 | 60.1 | |
| WebSentinel-PromptArmorFramework=WebSentinel, Base Method=PromptArmor2026.02 | 1.2 | 55.6 | 4.8 | 12.6 | 13.9 | 6.6 | 22.9 | 9.5 | 0.6 | 1.2 | 87.1 | |
| WebSentinel2026.02 | 1.2 | 0.9 | 0 | 0.8 | 0.7 | 1.3 | 1.4 | 1.4 | 0.3 | 1.1 | 99.1 | |
| PromptArmor2026.02 | 1.8 | 65.3 | 8.3 | 11.4 | 20.1 | 1.3 | 12.9 | 4.5 | 1.7 | 1.7 | 87.1 | |
| WebSentinel-BrowseSafeFramework=WebSentinel, Base Method=BrowseSafe2026.02 | 71.2 | 75 | 0 | 100 | 4.2 | 2.6 | 0 | 1.8 | 0.3 | 2.3 | 74.3 | |
| BrowseSafe2026.02 | 74.3 | 86.6 | 7.1 | 89 | 10.4 | 1.3 | 0 | 0.5 | 10.3 | 1.2 | 71.9 | |
| LLaVA-1.5-7B-FTBackbone=LLaVA-1.5-7B, Fine-tuned=true2026.02 | 76.9 | 42.1 | 42.9 | 96.4 | 89 | 4 | 11.4 | 41.6 | 3.7 | 0.6 | 59.1 | |
| GPT-4o-PromptBackbone=GPT-4o2026.02 | 84.7 | 24.5 | 7.1 | 99.9 | 6.2 | 1.3 | 1.4 | 0.5 | 0 | 0.6 | 77.4 |