Insider Threat Detection on CERT r5.2
94.5PrecisionDMFI-B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMFI-BCategory=LLM-Based2025.08 | 94.5 | 93.8 | 1.1 | 98.1 | |
| Audit-LLMCategory=LLM-Based2025.08 | 92.4 | 91.3 | 1.5 | 97.3 | |
| CATECategory=DL-Based2025.08 | 90.5 | 92.9 | 2.4 | 96.6 | |
| LANCategory=DL-Based2025.08 | 89.8 | 89.7 | 2.5 | 95.9 | |
| LogGPTCategory=LLM-Based2025.08 | 89.5 | 88.1 | 2.6 | 95.5 | |
| ITDLMCategory=LLM-Based2025.08 | 87.4 | 86 | 3.1 | 94.7 | |
| ITDBERTCategory=DL-Based2025.08 | 85 | 83.1 | 3.7 | 93.7 | |
| LogPromptCategory=LLM-Based2025.08 | 84.8 | 83.8 | 3.8 | 93.7 | |
| TransformerCategory=DL-Based2025.08 | 81.4 | 81.6 | 4.7 | 92.6 | |
| XGBoostCategory=ML-Based2025.08 | 78.6 | 79 | 5 | 91.2 | |
| IForestCategory=ML-Based2025.08 | 74 | 70.6 | 6.2 | 89.2 | |
| SVMCategory=ML-Based2025.08 | 65.6 | 69 | 9 | 86.6 |