Text Anomaly Detection on TAD-SMSSpam
0.967AUROCDATE
Evaluation results
| Method | Links | |
|---|---|---|
| DATE2026.01 | 0.967 | |
| FATE2026.01 | 0.9518 | |
| MCA2Backbone=OpenAIs2026.01 | 0.8865 | |
| NCMODBackbone=OpenAIs2026.01 | 0.8199 | |
| RCPMODBackbone=OpenAIs2026.01 | 0.8169 | |
| MCA2Backbone=Mixed2026.01 | 0.8143 | |
| RCPMODBackbone=Mixed2026.01 | 0.7601 | |
| LOFBackbone=OpenAI-Large2026.01 | 0.743 | |
| LUNARBackbone=OpenAI-Large2026.01 | 0.7184 | |
| LUNARBackbone=BERT2026.01 | 0.7179 | |
| AEBackbone=BERT2026.01 | 0.6997 | |
| LOFBackbone=BERT2026.01 | 0.6842 | |
| VAEBackbone=BERT2026.01 | 0.6181 | |
| DeepSVDDBackbone=BERT2026.01 | 0.587 | |
| iForestBackbone=BERT2026.01 | 0.5715 | |
| ECODBackbone=BERT2026.01 | 0.5675 | |
| NCMODBackbone=Mixed2026.01 | 0.5207 | |
| AEBackbone=OpenAI-Large2026.01 | 0.504 | |
| iForestBackbone=OpenAI-Large2026.01 | 0.4933 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 0.4643 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 0.4516 | |
| CVDD2026.01 | 0.4499 | |
| VAEBackbone=OpenAI-Large2026.01 | 0.4387 | |
| ECODBackbone=OpenAI-Large2026.01 | 0.4238 | |
| SO-GAALBackbone=BERT2026.01 | 0.4111 |