URL Classification on SecureScan URL dataset (test)
0.98AccuracyEarlier uncalibrated model
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Earlier uncalibrated modelProbability calibration=false, Overfitted=true2026.02 | 0.98 | — | — | — | — | |
| SecureScan (Calibrated Logistic Regression)Probability calibration=true, Gray-zone thresholding=true, Heuristic enhancement=true2026.02 | 0.931 | 0.8704 | 0.92 | 0.89 | 0.93 |