Phishing URL Detection on ISCX random balanced subset of 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 | 96.43 | |
| One-shot classifierLLM Backbone=GPT-4.12026.01 | 92.17 | |
| Least-to-Most prompting frameworkLLM Backbone=GPT-4.12026.01 | 91.33 | |
| One-shot classifierLLM Backbone=Gemini 2.5-Flash2026.01 | 91.1 | |
| Least-to-Most prompting frameworkLLM Backbone=Gemma 3:12b2026.01 | 82.83 | |
| One-shot classifierLLM Backbone=Gemma 3:12b2026.01 | 81.8 | |
| Least-to-Most prompting frameworkLLM Backbone=Llama 3.1:8b2026.01 | 80.33 | |
| One-shot classifierLLM Backbone=Llama 3.1:8b2026.01 | 74.51 |