ResearchBenchmarksTabular Anomaly Detection on SpeechFollow0.676AUC-ROCGOAD0.347360.432680.5180.60332Feb 8, 2026Evaluation ResultsMethodMethodLinksAUC-ROCGOAD2026.020.676CausalTAD-135Mbackbone=SmolLM-135Mbackbone=SmolLM-135M2026.020.625NeuTral2026.020.597DeepSVDD2026.020.558ICL2026.020.524REPEN2026.020.523AnoLLM-135Mbackbone=SmolLM-135Mbackbone=SmolLM-135M2026.020.47DTE2026.020.416SLAD2026.020.375IForest2026.020.373PCA2026.020.364KNN2026.020.364RCA2026.020.362ECOD2026.020.36