Anomaly Detection on Speech
0.9849AUC-ROCLLM-DAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-DASMethod Variant=PCA2025.10 | 0.9849 | |
| DRL2026.02 | 0.6073 | |
| CTADBase Detector=DRL2026.02 | 0.6073 | |
| NPT-AD2025.10 | 0.5925 | |
| DRL2025.10 | 0.5821 | |
| LLM-DASMethod Variant=DRL2025.10 | 0.5774 | |
| DeepSVDD2026.02 | 0.5071 | |
| DeepSVDD2025.10 | 0.5071 | |
| GOAD2026.02 | 0.5065 | |
| ICL2026.02 | 0.4883 | |
| ICL2025.10 | 0.4883 | |
| NeuTraLAD2026.02 | 0.4809 | |
| AnoLLMModel Size=135M2025.10 | 0.47 | |
| AnoLLMModel Size=360M2025.10 | 0.47 | |
| MCM2026.02 | 0.4409 | |
| MCM2025.10 | 0.4409 | |
| DTE2026.02 | 0.3817 | |
| DTE2025.10 | 0.3817 | |
| IForest2026.02 | 0.3812 | |
| IForest2025.10 | 0.3812 | |
| LOF2025.10 | 0.3759 | |
| CTADBase Detector=MCM2026.02 | 0.3709 | |
| OCSVM2026.02 | 0.3673 | |
| OCSVM2025.10 | 0.3673 | |
| CTADBase Detector=KNN2026.02 | 0.3651 | |
| PCA2026.02 | 0.3638 | |
| PCA2025.10 | 0.3638 | |
| AutoEncoder2026.02 | 0.3633 | |
| AutoEncoder2025.10 | 0.3633 | |
| ECOD2026.02 | 0.3596 | |
| ECOD2025.10 | 0.3596 | |
| KNN2026.02 | 0.3561 | |
| KNN2025.10 | 0.3561 |