Phishing Detection on Balanced 29,142-email corpus Clean detection
96.75F1-scorePhishSigma++
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhishSigma++Protocol=main repeated evaluation protocol2026.05 | 96.75 | 97.36 | 96.14 | 96.8 | |
| SpamBayesYear=2011, Evaluation=single full-corpus run2026.05 | 95.83 | 99.67 | 92.27 | 96 | |
| Dima806 DistilBERTYear=2023, Protocol=released public checkpoint applied directly, Mode=Transfer baseline2026.05 | 93.67 | 93.56 | 93.79 | 93.7 | |
| E-PhishGen NBYear=2025, Architecture=TF-IDF+NB adapter design, Protocol=re-fits on local RFC822 corpus2026.05 | 86.92 | 97.93 | 78.4 | 88.4 | |
| ElSlay BERTYear=2024, Protocol=released public checkpoint applied directly, Mode=Transfer baseline2026.05 | 85.84 | 95.65 | 77.86 | 87.2 | |
| RuleIOCYear=20202026.05 | 20.31 | 68.3 | 11.93 | 53.2 | |
| SpamAssassinEvaluation=single full-corpus run2026.05 | 15.83 | 87.39 | 8.7 | 53.7 |