Log-based Anomaly Detection on BGL to HDFS
100PrecisionLogRobust
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LogRobustConfig ID=a22025.11 | 100 | 62.3 | 76.77 | |
| LogTransferConfig ID=c22025.11 | 100 | 43.3 | 60.43 | |
| MetaLogConfig ID=d22025.11 | 99.93 | 28.09 | 43.85 | |
| PLELogConfig ID=b12025.11 | 96.3 | 83.81 | 89.62 | |
| FusionLogmode=Zero-shot transfer2025.11 | 95.58 | 90.73 | 93.09 | |
| MetaLogConfig ID=d12025.11 | 89.29 | 74.98 | 81.51 | |
| RAGLogConfig ID=g1, RAG Knowledge Base=10% labeled logs from target system2025.11 | 85.33 | 97.65 | 91.08 | |
| LogRobustConfig ID=b22025.11 | 82.54 | 99.2 | 90.11 | |
| FreeLogConfig ID=f52025.11 | 79.34 | 76.11 | 77.69 | |
| LogTADConfig ID=c12025.11 | 78.8 | 71.22 | 74.82 | |
| LogDLRConfig ID=c32025.11 | 77.78 | 70.05 | 73.71 | |
| MetaLogConfig ID=d32025.11 | 72.29 | 12.1 | 20.73 | |
| PLELogConfig ID=a12025.11 | 65.86 | 71.11 | 68.38 | |
| DeepLogConfig ID=e12025.11 | 53.96 | 34.07 | 41.77 | |
| RAGLogConfig ID=g2, RAG Knowledge Base=None2025.11 | 49.5 | 100 | 66.22 | |
| NeuralLogConfig ID=f32025.11 | 33.13 | 58.04 | 42.06 | |
| MetaLogConfig ID=f42025.11 | 2.9 | 80.92 | 5.61 | |
| LogRobustConfig ID=f22025.11 | 2.25 | 62.12 | 4.35 | |
| PLELogConfig ID=f12025.11 | 1.69 | 92.85 | 3.32 |