Hybrid pipeline fuses URL stack, DistilBERT NLP, and threat intelligence to reach F1=0.914 on a 10,677-email benchmark while cutting real-spam false positives to 3.6%.
MeAJOR corpus: A multi-source dataset for phishing email detection,
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A Hybrid, Multi-Layered Pipeline for Phishing and Threat Classification: Independently Validated URL and NLP Engines with a Calibrated Multi-Channel Fusion Stage
Hybrid pipeline fuses URL stack, DistilBERT NLP, and threat intelligence to reach F1=0.914 on a 10,677-email benchmark while cutting real-spam false positives to 3.6%.