Text Anomaly Detection on NLPAD-AGNews
94.84AUROCMCA2
Evaluation Results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 94.84 | |
| MCA2Backbone=Mixed2026.01 | 94.82 | |
| LUNARBackbone=OpenAI-Large2026.01 | 89.98 | |
| AEBackbone=OpenAI-Large2026.01 | 89.16 | |
| FATE2026.01 | 88.37 | |
| VAEBackbone=OpenAI-Large2026.01 | 85.14 | |
| RCPMODBackbone=Mixed2026.01 | 82.49 | |
| LOFBackbone=OpenAI-Large2026.01 | 78.79 | |
| RCPMODBackbone=OpenAIs2026.01 | 78.64 | |
| DATE2026.01 | 78.43 | |
| LUNARBackbone=BERT2026.01 | 76.54 | |
| LOFBackbone=BERT2026.01 | 74.32 | |
| NCMODBackbone=OpenAIs2026.01 | 73.04 | |
| NCMODBackbone=Mixed2026.01 | 72.22 | |
| AEBackbone=BERT2026.01 | 71.97 | |
| VAEBackbone=BERT2026.01 | 67.78 | |
| ECODBackbone=OpenAI-Large2026.01 | 66.73 | |
| CVDD2026.01 | 64.61 | |
| ECODBackbone=BERT2026.01 | 63.18 | |
| iForestBackbone=BERT2026.01 | 62.87 | |
| iForestBackbone=OpenAI-Large2026.01 | 57.5 | |
| DeepSVDDBackbone=BERT2026.01 | 55.58 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 50.19 | |
| SO-GAALBackbone=BERT2026.01 | 44.88 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 36.85 |