Text Anomaly Detection on AGNews
93.52AUPRCMCA2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCA2View Set=OpenAIs2026.01 | 93.52 | — | |
| MCA2View Set=Mixed2026.01 | 92.42 | — | |
| FATE2026.01 | 73.67 | — | |
| LUNAREmbeddings=OpenAI2026.05 | 69.18 | 92.26 | |
| LUNARBackbone=OAI-L2026.01 | 62.06 | — | |
| LOFEmbeddings=OpenAI2026.05 | 54.43 | 89.05 | |
| AEBackbone=OAI-L2026.01 | 51.32 | — | |
| RCPMODView Set=Mixed2026.01 | 41.68 | — | |
| AEEmbeddings=OpenAI2026.05 | 40.22 | 83.26 | |
| DATE2026.05 | 39.96 | 81.2 | |
| VAEBackbone=OAI-L2026.01 | 38.73 | — | |
| VAEEmbeddings=OpenAI2026.05 | 36.59 | 81.44 | |
| DATE2026.01 | 33.32 | — | |
| ECODEmbeddings=OpenAI2026.05 | 32.94 | 76.38 | |
| MaskDiff-ADVariant=Parametric2026.05 | 31.11 | 76.03 | |
| RCPMODView Set=OpenAIs2026.01 | 29.35 | — | |
| LOFBackbone=OAI-L2026.01 | 29.23 | — | |
| FATE2026.05 | 27.87 | 77.56 | |
| LUNAREmbeddings=BERT2026.05 | 27.17 | 76.94 | |
| LUNARBackbone=BERT2026.01 | 26.55 | — | |
| LOFEmbeddings=BERT2026.05 | 25.49 | 74.32 | |
| LOFBackbone=BERT2026.01 | 25.47 | — | |
| NCMODView Set=Mixed2026.01 | 24.69 | — | |
| NCMODView Set=OpenAIs2026.01 | 24.11 | — | |
| AEEmbeddings=BERT2026.05 | 22.32 | 72 | |
| AEBackbone=BERT2026.01 | 22.11 | — | |
| DeepSVDDEmbeddings=BERT2026.05 | 21.6 | 66.71 | |
| ECODBackbone=OAI-L2026.01 | 19.18 | — | |
| VAEBackbone=BERT2026.01 | 18.84 | — | |
| VAEEmbeddings=BERT2026.05 | 18.78 | 67.73 | |
| CVDD2026.01 | 16.52 | — | |
| iForestBackbone=BERT2026.01 | 16.3 | — | |
| ECODEmbeddings=BERT2026.05 | 16.16 | 63.18 | |
| ECODBackbone=BERT2026.01 | 16.15 | — | |
| iForestEmbeddings=BERT2026.05 | 15.59 | 61.24 | |
| SO-GAALEmbeddings=OpenAI2026.05 | 15.38 | 59.45 | |
| iForestBackbone=OAI-L2026.01 | 14.96 | — | |
| DeepSVDDBackbone=BERT2026.01 | 13.42 | — | |
| CVDD2026.05 | 12.96 | 60.46 | |
| iForestEmbeddings=OpenAI2026.05 | 12.78 | 52.13 | |
| DeepSVDDBackbone=OAI-L2026.01 | 12.19 | — | |
| Isolation Forest2026.05 | 11.9 | 52.3 | |
| Hamming-kNN2026.05 | 11.8 | 50.64 | |
| COPOD2026.05 | 11.46 | 50.91 | |
| ECOD2026.05 | 11.06 | 49.19 | |
| DeepSVDDEmbeddings=OpenAI2026.05 | 10.62 | 46.8 | |
| SO-GAALBackbone=BERT2026.01 | 10.55 | — | |
| SO-GAALEmbeddings=BERT2026.05 | 10.33 | 44.89 | |
| SO-GAALBackbone=OAI-L2026.01 | 8.71 | — |