Web Phishing Detection on knowphish-dataset (test 1)
95.36AccuracyPhishAgent
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhishAgentCategory=Reference-based, Time=≈ 2 s2026.03 | 95.36 | 95.37 | 95.11 | 95.64 | |
| SpecularNetTime=20 ms2026.03 | 93.92 | 93.92 | 94.02 | 93.91 | |
| ChatPhishCategory=Reference-based, Time=≈ 7 s2026.03 | 92.96 | 92.9 | 93.08 | 92.8 | |
| KnowPhishCategory=Reference-based, Time=≈ 2 s, config_variant=row 22026.03 | 92.49 | 92.05 | 97.84 | 86.9 | |
| GEPAagentCategory=Reference-based, Time=> 10 s2026.03 | 90.93 | 90.85 | 92.12 | 89.66 | |
| GNN+Category=GNN, Time=≪ 0.1 s2026.03 | 88.39 | 88.42 | 88.66 | 88.42 | |
| PhishpediaCategory=Reference-based, Time=≈ 0.2 s, config_variant=row 32026.03 | 85.79 | 83.67 | 98.27 | 78 | |
| DAGCategory=GNN, Time=≪ 0.1 s2026.03 | 85.5 | 85.48 | 86.11 | 85.51 | |
| HTML-GNNCategory=Traditional, Time=< 0.1 s2026.03 | 84.74 | 84.69 | 84.8 | 84.69 | |
| PIGVAECategory=GNN, Time=≈ 0.4 s2026.03 | 84.07 | 83.97 | 84.85 | 84.06 | |
| PhishDetCategory=Traditional, Time=≪ 0.1 s2026.03 | 78.64 | 77.78 | 83.22 | 78.63 | |
| PhishIntentionCategory=Reference-based, Time=≈ 0.3 s, config_variant=row 32026.03 | 77.84 | 71.6 | 99.67 | 55.84 | |
| KnowPhishCategory=Reference-based, Time=> 10 s, config_variant=row 12026.03 | 76.1 | 69.71 | 95.16 | 55 | |
| PhishpediaCategory=Reference-based, Time=≈ 0.3 s, config_variant=row 12026.03 | 69.91 | 57.17 | 99.16 | 40.16 | |
| PhishIntentionCategory=Reference-based, Time=≈ 0.3 s, config_variant=row 12026.03 | 66.62 | 49.96 | 99.76 | 33.32 | |
| PhishpediaCategory=Reference-based, Time=> 10 s, config_variant=row 22026.03 | 66.4 | 52.52 | 89.5 | 37.16 | |
| PhishIntentionCategory=Reference-based, Time=> 10 s, config_variant=row 22026.03 | 62.51 | 41.16 | 95.62 | 26.22 | |
| Web2VeccCategory=Traditional, Time=≈ 0.1 s2026.03 | 57.21 | 48.45 | 72.24 | 57.24 | |
| HTMLPhishCategory=Traditional, Time=≪ 0.1 s2026.03 | 52.01 | 39.8 | 60.33 | 51.96 |