Anomaly Detection on HDFS
99.62PrecisionNLLog
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NLLogEvaluation Protocol=Reproduced under matched protocol2026.06 | 99.62 | 100 | 99.81 | |
| LogCluster2026.06 | 99.6 | 36.8 | 53.8 | |
| LogLLMEvaluation Protocol=Published results (different protocols)2026.06 | 99.4 | 100 | 99.7 | |
| LogAnomalyEvaluation Protocol=Published results (different protocols)2026.06 | 96 | 94 | 95 | |
| LogLLaMAEvaluation Protocol=Published results (different protocols)2026.06 | 93.9 | 85.25 | 89.36 | |
| OC4Seq2026.06 | 92.2 | 75.8 | 80.8 | |
| LogAnomaly2026.06 | 90.7 | 36.9 | 52.4 | |
| DeepLogEvaluation Protocol=Reproduced under matched protocol2026.06 | 88.44 | 69.49 | 77.34 | |
| LogGPTEvaluation Protocol=Published results (different protocols)2026.06 | 88.4 | 92.1 | 90.1 | |
| LogGPT2026.06 | 88.4 | 92.1 | 90.1 | |
| LogNEO2026.06 | 87.5 | 98.5 | 92.7 | |
| LogBERTEvaluation Protocol=Reproduced under matched protocol2026.06 | 87.02 | 78.1 | 82.32 | |
| DeepLog2026.06 | 79.3 | 86.3 | 82.4 | |
| LogBERT2026.06 | 75.4 | 74.9 | 74.5 | |
| PCA2026.06 | 16.6 | 5.9 | 8.7 | |
| CAT2026.06 | 10.2 | 42.2 | 16.4 | |
| OCSVM2026.06 | 5.8 | 91 | 10.8 | |
| iForest2026.06 | 4.3 | 42.2 | 7.8 |