Log-based Anomaly Detection on HDFS to BGL
98.75PrecisionMetaLog
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MetaLogConfig ID=d32025.11 | 98.75 | 20.05 | 33.33 | |
| LogRobustConfig ID=b22025.11 | 97.52 | 91.27 | 94.29 | |
| MetaLogConfig ID=d12025.11 | 96.89 | 89.28 | 92.93 | |
| FusionLogmode=Zero-shot transfer2025.11 | 95.21 | 94.1 | 94.65 | |
| PLELogConfig ID=b12025.11 | 94.88 | 89.62 | 92.18 | |
| LogRobustConfig ID=a22025.11 | 94.6 | 72.95 | 82.38 | |
| 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 | 81.12 | 77.1 | 79.06 | |
| LogDLRConfig ID=c32025.11 | 79.25 | 72.56 | 75.76 | |
| LogTADConfig ID=c12025.11 | 78.01 | 68.51 | 72.95 | |
| LogTransferConfig ID=c22025.11 | 74.42 | 76.73 | 75.56 | |
| DeepLogConfig ID=e12025.11 | 66.13 | 48.79 | 56.16 | |
| MetaLogConfig ID=d22025.11 | 64.8 | 3.62 | 6.86 | |
| NeuralLogConfig ID=f32025.11 | 57.23 | 52.79 | 54.38 | |
| RAGLogConfig ID=g2, RAG Knowledge Base=None2025.11 | 45.76 | 100 | 62.79 | |
| LogRobustConfig ID=f22025.11 | 39.08 | 93.67 | 55.15 | |
| PLELogConfig ID=f12025.11 | 38.8 | 99.87 | 55.89 | |
| MetaLogConfig ID=f42025.11 | 29.43 | 0.45 | 0.89 |