Text Anomaly Detection on NLPAD-N24News
96.56AUROCMCA2
Evaluation results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 96.56 | |
| MCA2Backbone=Mixed2026.01 | 95.75 | |
| RCPMODBackbone=OpenAIs2026.01 | 95.7 | |
| RCPMODBackbone=Mixed2026.01 | 94.49 | |
| FATE2026.01 | 87.7 | |
| LUNARBackbone=OpenAI-Large2026.01 | 85.77 | |
| AEBackbone=OpenAI-Large2026.01 | 79.87 | |
| LOFBackbone=OpenAI-Large2026.01 | 74.95 | |
| VAEBackbone=OpenAI-Large2026.01 | 71.81 | |
| NCMODBackbone=OpenAIs2026.01 | 68.61 | |
| LOFBackbone=BERT2026.01 | 67.03 | |
| DATE2026.01 | 66.09 | |
| NCMODBackbone=Mixed2026.01 | 65.08 | |
| CVDD2026.01 | 64.43 | |
| LUNARBackbone=BERT2026.01 | 62.75 | |
| ECODBackbone=OpenAI-Large2026.01 | 62.16 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 60.56 | |
| iForestBackbone=OpenAI-Large2026.01 | 57.46 | |
| AEBackbone=BERT2026.01 | 57.41 | |
| VAEBackbone=BERT2026.01 | 50.66 | |
| ECODBackbone=BERT2026.01 | 49.69 | |
| iForestBackbone=BERT2026.01 | 48.08 | |
| DeepSVDDBackbone=BERT2026.01 | 44.84 | |
| SO-GAALBackbone=BERT2026.01 | 41.4 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 29.2 |