Anomaly Detection on Thunderbird Log
94.84AUROCICAD-LLM
Evaluation Results
| Method | Links | |
|---|---|---|
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 94.84 | |
| LogAnomalyAD Method Category=Task-Specific2025.12 | 93.24 | |
| LogBertAD Method Category=Task-Specific2025.12 | 92.37 | |
| DeepLogAD Method Category=Task-Specific2025.12 | 91.88 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 85.2 | |
| UniADAD Method Category=Universal2025.12 | 82.31 | |
| ACRAD Method Category=Universal2025.12 | 78.75 | |
| LogClusterAD Method Category=Task-Specific2025.12 | 74.28 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 67.36 |