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IoT Device Identification on External IoT (test)

92.95External AccuracyLLaMA-3.1 FT
23.21841.321559.42577.5285Sep 24, 2025

Evaluation results

MethodLinks
LLaMA-3.1 FTModel Size=8B, Training=Fine-tuned2025.0992.95
Few-shot LLM (RAG)Prompting=Few-shot, Augmentation=RAG2025.0972.4
OUI Majority Vote2025.0972.3
GCN2025.0969.95
XGBoost2025.0967.31
Label Propagation (LP)2025.0966.6
Zero-shot LLMPrompting=Zero-shot2025.0962.3
BERT2025.0961.6
SVM2025.0960.17
Fingerbank2025.0925.9