ResearchBenchmarksLog Anomaly Detection Timing on HDFSFollow1,520Train Time (s)Ladle719.686,121.8411,52416,926.16Jul 26, 2025Evaluation ResultsMethodMethodLinksTrain Time (s)Inference Time (ms)Ladletraining samples=20Ktraining samples=20K2025.071,52072.3LLM-ADtraining samples=20Ktraining samples=20K2025.0710,440182FastLogADtraining samples=20Ktraining samples=20K2025.0710,58343.9LogRobusttraining samples=20Ktraining samples=20K2025.0718,7925.84LogAnomalytraining samples=20Ktraining samples=20K2025.0719,3326.47DeepLogtraining samples=20Ktraining samples=20K2025.0721,5280.77