Insider Threat Detection on CERT r4.2
95.3PrecisionDMFI-B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMFI-BCategory=LLM-Based2025.08 | 95.3 | 92.9 | 0.9 | 98.1 | |
| Audit-LLMCategory=LLM-Based2025.08 | 92.1 | 91.6 | 1.5 | 97.3 | |
| LogGPTCategory=LLM-Based2025.08 | 91 | 89.9 | 2.2 | 96.2 | |
| LANCategory=DL-Based2025.08 | 88.9 | 83.9 | 2.6 | 94.7 | |
| CATECategory=DL-Based2025.08 | 87.8 | 86.2 | 3 | 94.8 | |
| ITDLMCategory=LLM-Based2025.08 | 87.2 | 83.9 | 3.1 | 94.3 | |
| LogPromptCategory=LLM-Based2025.08 | 86.9 | 84.1 | 3.2 | 94.3 | |
| ITDBERTCategory=DL-Based2025.08 | 83.2 | 82.2 | 4.2 | 93.1 | |
| TransformerCategory=DL-Based2025.08 | 78.2 | 79.5 | 5.6 | 91.5 | |
| XGBoostCategory=ML-Based2025.08 | 75.8 | 76 | 6.1 | 90.3 | |
| IForestCategory=ML-Based2025.08 | 71.1 | 72.2 | 7.3 | 88.6 | |
| SVMCategory=ML-Based2025.08 | 61.9 | 67.1 | 10.3 | 85.2 |