Anomaly Detection on Annthyroid (AUC-ROC)
94.92AUC-ROC (Annthyroid)LLM-DAS
Evaluation results
| Method | Links | |
|---|---|---|
| LLM-DASMethod Variant=DRL2025.10 | 94.92 | |
| AnoLLMModel Size=360M2025.10 | 93.1 | |
| AnoLLMModel Size=135M2025.10 | 92.7 | |
| DRL2025.10 | 92.39 | |
| IForest2025.10 | 91.12 | |
| DTE2025.10 | 90.9 | |
| LLM-DASMethod Variant=PCA2025.10 | 90.65 | |
| NPT-AD2025.10 | 86.82 | |
| PCA2025.10 | 85.19 | |
| ECOD2025.10 | 78.45 | |
| AutoEncoder2025.10 | 72.95 | |
| LOF2025.10 | 72.16 | |
| ICL2025.10 | 69.97 | |
| Ours (w/ ALTBI)Framework=ADBench2026.06 | 69.1 | |
| KNN2025.10 | 69.03 | |
| MCM2025.10 | 68.94 | |
| ALTBIFramework=ADBench2026.06 | 63.3 | |
| ODIMFramework=ADBench2026.06 | 63.2 | |
| DeepSVDD2025.10 | 56.78 | |
| OCSVM2025.10 | 55.51 |