Text Anomaly Detection on NLPAD-BBCNews
0.986AUROCMCA2
Evaluation Results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 0.986 | |
| RCPMODBackbone=Mixed2026.01 | 0.9794 | |
| RCPMODBackbone=OpenAIs2026.01 | 0.9778 | |
| LUNARBackbone=OpenAI-Large2026.01 | 0.9771 | |
| MCA2Backbone=Mixed2026.01 | 0.9752 | |
| LOFBackbone=OpenAI-Large2026.01 | 0.9558 | |
| AEBackbone=OpenAI-Large2026.01 | 0.9527 | |
| LUNARBackbone=BERT2026.01 | 0.9381 | |
| LOFBackbone=BERT2026.01 | 0.932 | |
| AEBackbone=BERT2026.01 | 0.8854 | |
| NCMODBackbone=OpenAIs2026.01 | 0.8451 | |
| FATE2026.01 | 0.8221 | |
| DATE2026.01 | 0.8026 | |
| NCMODBackbone=Mixed2026.01 | 0.7642 | |
| VAEBackbone=OpenAI-Large2026.01 | 0.7541 | |
| VAEBackbone=BERT2026.01 | 0.745 | |
| ECODBackbone=OpenAI-Large2026.01 | 0.7225 | |
| ECODBackbone=BERT2026.01 | 0.6912 | |
| iForestBackbone=BERT2026.01 | 0.6844 | |
| iForestBackbone=OpenAI-Large2026.01 | 0.6211 | |
| CVDD2026.01 | 0.615 | |
| DeepSVDDBackbone=BERT2026.01 | 0.5852 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 0.569 | |
| SO-GAALBackbone=BERT2026.01 | 0.31 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 0.2359 |