Phishing URL Detection on HP random balanced 1,000 URLs
99F1 ScoreURLTran
Evaluation results
| Method | Links | |
|---|---|---|
| URLTranDescription=BERT-based model2026.01 | 99 | |
| Least-to-Most prompting frameworkLLM Backbone=Gemini 2.5-Flash2026.01 | 96.58 | |
| One-shot classifierLLM Backbone=Gemini 2.5-Flash2026.01 | 96.12 | |
| Least-to-Most prompting frameworkLLM Backbone=GPT-4.12026.01 | 95.02 | |
| One-shot classifierLLM Backbone=GPT-4.12026.01 | 94.88 | |
| Least-to-Most prompting frameworkLLM Backbone=Gemma 3:12b2026.01 | 88.72 | |
| Least-to-Most prompting frameworkLLM Backbone=Llama 3.1:8b2026.01 | 87.63 | |
| One-shot classifierLLM Backbone=Gemma 3:12b2026.01 | 85.34 | |
| One-shot classifierLLM Backbone=Llama 3.1:8b2026.01 | 79.65 |