Phishing Detection Performance Summary

Method Accuracy Precision Recall F1-Score Time (s)
Rule-based1.0001.0001.0001.0000.00
Improved Hybrid LLM1.0001.0001.0001.000807.19
Original Hybrid0.8211.0000.6790.8090.98
Regex Pattern0.7621.0000.5710.7270.01
TF-IDF + SVM0.5230.5860.4880.5320.00
Enhanced Multi-Feature0.4440.0000.0000.0000.02