Text Anomaly Detection on TAD-EmailSpam
0.9895AUROCMCA2
Evaluation Results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 0.9895 | |
| LUNARBackbone=OpenAI-Large2026.01 | 0.9828 | |
| MCA2Backbone=Mixed2026.01 | 0.9734 | |
| DATE2026.01 | 0.9638 | |
| NCMODBackbone=OpenAIs2026.01 | 0.9469 | |
| AEBackbone=OpenAI-Large2026.01 | 0.9381 | |
| VAEBackbone=OpenAI-Large2026.01 | 0.9257 | |
| ECODBackbone=OpenAI-Large2026.01 | 0.922 | |
| NCMODBackbone=Mixed2026.01 | 0.9113 | |
| iForestBackbone=OpenAI-Large2026.01 | 0.8844 | |
| RCPMODBackbone=OpenAIs2026.01 | 0.8753 | |
| CVDD2026.01 | 0.848 | |
| LUNARBackbone=BERT2026.01 | 0.8443 | |
| LOFBackbone=OpenAI-Large2026.01 | 0.8339 | |
| RCPMODBackbone=Mixed2026.01 | 0.8204 | |
| FATE2026.01 | 0.7785 | |
| AEBackbone=BERT2026.01 | 0.7585 | |
| LOFBackbone=BERT2026.01 | 0.753 | |
| VAEBackbone=BERT2026.01 | 0.7228 | |
| ECODBackbone=BERT2026.01 | 0.6978 | |
| iForestBackbone=BERT2026.01 | 0.6721 | |
| DeepSVDDBackbone=BERT2026.01 | 0.62 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 0.5831 | |
| SO-GAALBackbone=BERT2026.01 | 0.4863 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 0.1889 |