Log Anomaly Detection Datasets Summary (test)
99.987Mean F1 ScoreCoLog
Evaluation results
| Method | Links | |
|---|---|---|
| CoLogLearning paradigm=Supervised2025.12 | 99.987 | |
| pylogsentimentLearning paradigm=Supervised2025.12 | 99.135 | |
| TransformerLearning paradigm=Unsupervised2025.12 | 97.845 | |
| Convolutional Neural NetworkLearning paradigm=Supervised2025.12 | 97.812 | |
| Attentional BiLSTMLearning paradigm=Supervised2025.12 | 97.661 | |
| LSTMLearning paradigm=Unsupervised2025.12 | 96.765 | |
| Decision TreeLearning paradigm=Supervised2025.12 | 77.737 | |
| Logistic RegressionLearning paradigm=Supervised2025.12 | 67.123 | |
| Support Vector MachinesLearning paradigm=Supervised2025.12 | 66.323 | |
| Isolation ForestLearning paradigm=Unsupervised2025.12 | 49.372 | |
| Principal Component AnalysisLearning paradigm=Unsupervised2025.12 | 47.273 |