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Phishing URL Detection on ISCX random balanced subset of 1,000 URLs
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99
F1 Score
URLTran
73.5304
80.1427
86.755
93.3673
Jan 28, 2026
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
URLTran
Description=BERT-based...
2026.01
99
Least-to-Most prompting framework
LLM Backbone=Gemini 2....
2026.01
96.43
One-shot classifier
LLM Backbone=GPT-4.1
2026.01
92.17
Least-to-Most prompting framework
LLM Backbone=GPT-4.1
2026.01
91.33
One-shot classifier
LLM Backbone=Gemini 2....
2026.01
91.1
Least-to-Most prompting framework
LLM Backbone=Gemma 3:12b
2026.01
82.83
One-shot classifier
LLM Backbone=Gemma 3:12b
2026.01
81.8
Least-to-Most prompting framework
LLM Backbone=Llama 3.1:8b
2026.01
80.33
One-shot classifier
LLM Backbone=Llama 3.1:8b
2026.01
74.51
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