Text Anomaly Detection on TAD-OLID
0.6355AUROCMCA2
Evaluation results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 0.6355 | |
| NCMODBackbone=OpenAIs2026.01 | 0.6262 | |
| RCPMODBackbone=OpenAIs2026.01 | 0.5882 | |
| LUNARBackbone=OpenAI-Large2026.01 | 0.573 | |
| LOFBackbone=OpenAI-Large2026.01 | 0.5614 | |
| FATE2026.01 | 0.5555 | |
| CVDD2026.01 | 0.5504 | |
| AEBackbone=OpenAI-Large2026.01 | 0.5504 | |
| iForestBackbone=OpenAI-Large2026.01 | 0.544 | |
| LUNARBackbone=BERT2026.01 | 0.5305 | |
| RCPMODBackbone=Mixed2026.01 | 0.5305 | |
| VAEBackbone=OpenAI-Large2026.01 | 0.5302 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 0.5299 | |
| ECODBackbone=OpenAI-Large2026.01 | 0.5284 | |
| DeepSVDDBackbone=BERT2026.01 | 0.522 | |
| DATE2026.01 | 0.5194 | |
| NCMODBackbone=Mixed2026.01 | 0.5138 | |
| LOFBackbone=BERT2026.01 | 0.5123 | |
| AEBackbone=BERT2026.01 | 0.512 | |
| VAEBackbone=BERT2026.01 | 0.5092 | |
| ECODBackbone=BERT2026.01 | 0.5054 | |
| iForestBackbone=BERT2026.01 | 0.4989 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 0.4903 | |
| MCA2Backbone=Mixed2026.01 | 0.4892 | |
| SO-GAALBackbone=BERT2026.01 | 0.4744 |