Log-based Anomaly Detection on OpenStack to BGL
100PrecisionMetaLog
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MetaLogConfig ID=d22025.11 | 100 | 1.7 | 3.34 | |
| MetaLogConfig ID=d32025.11 | 100 | 1.2 | 2.37 | |
| MetaLogConfig ID=d12025.11 | 99.83 | 70.09 | 82.36 | |
| LogRobustConfig ID=b22025.11 | 97.52 | 91.27 | 94.29 | |
| PLELogConfig ID=b12025.11 | 94.88 | 89.62 | 92.18 | |
| LogRobustConfig ID=a22025.11 | 94.6 | 72.95 | 82.38 | |
| FusionLogmode=Zero-shot transfer2025.11 | 93.94 | 95.45 | 94.69 | |
| PLELogConfig ID=a12025.11 | 82.1 | 67.42 | 74.04 | |
| RAGLogConfig ID=g1, RAG Knowledge Base=10% labeled logs from target system2025.11 | 81.25 | 98.5 | 89.05 | |
| FreeLogConfig ID=f52025.11 | 73.59 | 80.33 | 76.81 | |
| LogTADConfig ID=c12025.11 | 70.72 | 65.51 | 68.02 | |
| LogDLRConfig ID=c32025.11 | 69.58 | 64.33 | 66.85 | |
| LogTransferConfig ID=c22025.11 | 68.43 | 71.32 | 69.85 | |
| DeepLogConfig ID=e12025.11 | 66.13 | 48.79 | 56.16 | |
| PLELogConfig ID=f12025.11 | 54.65 | 43.04 | 48.16 | |
| RAGLogConfig ID=g2, RAG Knowledge Base=None2025.11 | 45.76 | 100 | 62.79 | |
| LogRobustConfig ID=f22025.11 | 34.34 | 57.39 | 42.97 | |
| MetaLogConfig ID=f42025.11 | 29.43 | 0.45 | 0.89 | |
| NeuralLogConfig ID=f32025.11 | 14.76 | 81.45 | 24.99 |