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Ms. I. Shalini

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Open access Jul 2026

Detecting Phishing Websites Using a Hybrid Approach with DistilBERT, GNN and LightGBM

A hybrid phishing detection framework that integrates three complementary techniques: DistilBERT for semantic analysis of URL text, Graph Neural Networks for modelling structural relationships among URL components, and LightGBM for efficient metadata-based feature classification is proposed.

Ms. I. Shalini, Ms. G. Sujini · 0 citations