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ResearchFormerly WizWand

Anomaly Detection on Speech

0.9849AUC-ROCLLM-DAS
0.3309480.5007240.67050.840276Oct 4, 2025Oct 24, 2025Nov 14, 2025Dec 5, 2025Dec 26, 2025Jan 16, 2026Feb 6, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LLM-DASMethod Variant=PCA2025.100.9849
DRL2026.020.6073
CTADBase Detector=DRL2026.020.6073
NPT-AD2025.100.5925
DRL2025.100.5821
LLM-DASMethod Variant=DRL2025.100.5774
DeepSVDD2026.020.5071
DeepSVDD2025.100.5071
GOAD2026.020.5065
ICL2026.020.4883
ICL2025.100.4883
NeuTraLAD2026.020.4809
AnoLLMModel Size=135M2025.100.47
AnoLLMModel Size=360M2025.100.47
MCM2026.020.4409
MCM2025.100.4409
DTE2026.020.3817
DTE2025.100.3817
IForest2026.020.3812
IForest2025.100.3812
LOF2025.100.3759
CTADBase Detector=MCM2026.020.3709
OCSVM2026.020.3673
OCSVM2025.100.3673
CTADBase Detector=KNN2026.020.3651
PCA2026.020.3638
PCA2025.100.3638
AutoEncoder2026.020.3633
AutoEncoder2025.100.3633
ECOD2026.020.3596
ECOD2025.100.3596
KNN2026.020.3561
KNN2025.100.3561