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Benchmarks
Phishing Detection on Balanced 29,142-email corpus Clean detection
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96.75
F1-score
PhishSigma++
12.5932
34.4416
56.29
78.1384
May 12, 2026
F1-score
Precision
Recall
Accuracy
Updated 21d ago
Evaluation Results
Method
Method
Links
F1-score
Precision
Recall
Accuracy
PhishSigma++
Protocol=main repeated...
2026.05
96.75
97.36
96.14
96.8
SpamBayes
Year=2011, Evaluation=...
2026.05
95.83
99.67
92.27
96
Dima806 DistilBERT
Year=2023, Protocol=re...
2026.05
93.67
93.56
93.79
93.7
E-PhishGen NB
Year=2025, Architectur...
2026.05
86.92
97.93
78.4
88.4
ElSlay BERT
Year=2024, Protocol=re...
2026.05
85.84
95.65
77.86
87.2
RuleIOC
Year=2020
2026.05
20.31
68.3
11.93
53.2
SpamAssassin
Evaluation=single full...
2026.05
15.83
87.39
8.7
53.7
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