Phishing URL Detection on EBBU 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 | 95.64 | |
| Least-to-Most prompting frameworkLLM Backbone=GPT-4.12026.01 | 94.9 | |
| One-shot classifierLLM Backbone=GPT-4.12026.01 | 93.72 | |
| Least-to-Most prompting frameworkLLM Backbone=Gemma 3:12b2026.01 | 89.62 | |
| One-shot classifierLLM Backbone=Gemini 2.5-Flash2026.01 | 89.1 | |
| One-shot classifierLLM Backbone=Gemma 3:12b2026.01 | 87.1 | |
| Least-to-Most prompting frameworkLLM Backbone=Llama 3.1:8b2026.01 | 85.8 | |
| One-shot classifierLLM Backbone=Llama 3.1:8b2026.01 | 81.73 |