Anomaly Detection on BGL Log
0.9532AUROCICAD-LLM
Evaluation results
| Method | Links | |
|---|---|---|
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9532 | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 0.9532 | |
| LogBertAD Method Category=Task-Specific2025.12 | 0.9366 | |
| LogBertMethod Category=Task-Specific2025.12 | 0.9366 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9279 | |
| ICAD-LLMMethod Category=Universal2025.12 | 0.9279 | |
| DeepLogAD Method Category=Task-Specific2025.12 | 0.9029 | |
| DeepLogMethod Category=Task-Specific2025.12 | 0.9029 | |
| ICAD-LLMModality=Log, Generalization (Unseen Datasets)=true2025.12 | 0.8965 | |
| ACRAD Method Category=Universal2025.12 | 0.8466 | |
| ACRMethod Category=Universal2025.12 | 0.8466 | |
| LogClusterAD Method Category=Task-Specific2025.12 | 0.8372 | |
| LogClusterMethod Category=Task-Specific2025.12 | 0.8372 | |
| LogAnomalyAD Method Category=Task-Specific2025.12 | 0.8235 | |
| LogAnomalyMethod Category=Task-Specific2025.12 | 0.8235 | |
| ACRModality=Log, Generalization (Unseen Datasets)=true2025.12 | 0.7939 | |
| UniADAD Method Category=Universal2025.12 | 0.7724 | |
| UniADMethod Category=Universal2025.12 | 0.7724 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 0.7539 | |
| NeuTraL ADMethod Category=Universal2025.12 | 0.7539 | |
| UniADModality=Log, Generalization (Unseen Datasets)=true2025.12 | 0.7176 | |
| NeuTralADModality=Log, Generalization (Unseen Datasets)=true2025.12 | 0.699 |