Text Anomaly Detection on TAD-Liar2
0.7965AUROCMCA2
Evaluation Results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 0.7965 | |
| LUNARBackbone=OpenAI-Large2026.01 | 0.7704 | |
| LOFBackbone=OpenAI-Large2026.01 | 0.7577 | |
| MCA2Backbone=Mixed2026.01 | 0.7287 | |
| RCPMODBackbone=OpenAIs2026.01 | 0.7213 | |
| AEBackbone=OpenAI-Large2026.01 | 0.7185 | |
| NCMODBackbone=OpenAIs2026.01 | 0.7169 | |
| DATE2026.01 | 0.69 | |
| NCMODBackbone=Mixed2026.01 | 0.6807 | |
| LOFBackbone=BERT2026.01 | 0.667 | |
| CVDD2026.01 | 0.6646 | |
| LUNARBackbone=BERT2026.01 | 0.6583 | |
| RCPMODBackbone=Mixed2026.01 | 0.6542 | |
| FATE2026.01 | 0.6424 | |
| AEBackbone=BERT2026.01 | 0.6393 | |
| VAEBackbone=BERT2026.01 | 0.6336 | |
| ECODBackbone=OpenAI-Large2026.01 | 0.628 | |
| VAEBackbone=OpenAI-Large2026.01 | 0.621 | |
| ECODBackbone=BERT2026.01 | 0.6091 | |
| iForestBackbone=BERT2026.01 | 0.5904 | |
| DeepSVDDBackbone=BERT2026.01 | 0.5842 | |
| iForestBackbone=OpenAI-Large2026.01 | 0.5654 | |
| SO-GAALBackbone=BERT2026.01 | 0.5154 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 0.4906 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 0.4643 |