Phishing Detection on phishllm-dataset set 2 (test)
87.5AccuracyPhishLLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhishLLMTime=≈ 3 s2026.03 | 87.5 | 87.31 | 90 | 87.5 | |
| PhishIntentionTime=≈ 5 s2026.03 | 86.63 | 86.42 | 89.12 | 86.63 | |
| SpecularNetTime=10 ms2026.03 | 86.06 | 86.05 | 86.16 | 86.06 | |
| PhishIntentionTime=≈ 6 s2026.03 | 84.26 | 83.87 | 87.97 | 84.26 | |
| GNN+Time=≪ 0.1 s2026.03 | 78.73 | 78.47 | 79.4 | 78.69 | |
| DAGTime=≪ 0.1 s2026.03 | 77.93 | 77.84 | 78.46 | 77.9 | |
| HTML-GNNTime=< 0.1 s2026.03 | 74.5 | 74.19 | 76.11 | 74.74 | |
| PhishDetTime=≪ 0.1 s2026.03 | 72.11 | 71.98 | 72.38 | 72.06 | |
| PhishpediaTime=≈ 0.3 s2026.03 | 70.17 | 67.96 | 77.88 | 70.17 | |
| PIGVAETime=≈ 0.4 s2026.03 | 70.05 | 69.69 | 71.04 | 70.05 | |
| PhishpediaTime=≈ 0.4 s2026.03 | 66.7 | 62.69 | 79.28 | 66.7 | |
| HTMLPhishTime=≪ 0.1 s2026.03 | 52.86 | 42.18 | 64.01 | 53.44 | |
| Web2VecTime=≈ 0.1 s2026.03 | 50.55 | 38.64 | 55.29 | 51.02 |