IoT Device Identification on External IoT (test)
92.95External AccuracyLLaMA-3.1 FT
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaMA-3.1 FTModel Size=8B, Training=Fine-tuned2025.09 | 92.95 | |
| Few-shot LLM (RAG)Prompting=Few-shot, Augmentation=RAG2025.09 | 72.4 | |
| OUI Majority Vote2025.09 | 72.3 | |
| GCN2025.09 | 69.95 | |
| XGBoost2025.09 | 67.31 | |
| Label Propagation (LP)2025.09 | 66.6 | |
| Zero-shot LLMPrompting=Zero-shot2025.09 | 62.3 | |
| BERT2025.09 | 61.6 | |
| SVM2025.09 | 60.17 | |
| Fingerbank2025.09 | 25.9 |