Text Anomaly Detection on NLPAD MovieReview
0.8381AUROCMCA2
Evaluation results
| Method | Links | |
|---|---|---|
| MCA2Backbone=OpenAIs2026.01 | 0.8381 | |
| LUNARBackbone=OpenAI-Large2026.01 | 0.8258 | |
| RCPMODBackbone=OpenAIs2026.01 | 0.7963 | |
| MCA2Backbone=Mixed2026.01 | 0.7914 | |
| LOFBackbone=OpenAI-Large2026.01 | 0.7292 | |
| RCPMODBackbone=Mixed2026.01 | 0.7249 | |
| NCMODBackbone=OpenAIs2026.01 | 0.6294 | |
| AEBackbone=OpenAI-Large2026.01 | 0.5942 | |
| FATE2026.01 | 0.577 | |
| NCMODBackbone=Mixed2026.01 | 0.556 | |
| VAEBackbone=OpenAI-Large2026.01 | 0.5248 | |
| iForestBackbone=OpenAI-Large2026.01 | 0.5221 | |
| DeepSVDDBackbone=OpenAI-Large2026.01 | 0.5132 | |
| LOFBackbone=BERT2026.01 | 0.4959 | |
| ECODBackbone=OpenAI-Large2026.01 | 0.4895 | |
| DATE2026.01 | 0.4871 | |
| CVDD2026.01 | 0.486 | |
| SO-GAALBackbone=BERT2026.01 | 0.4663 | |
| AEBackbone=BERT2026.01 | 0.465 | |
| LUNARBackbone=BERT2026.01 | 0.4647 | |
| DeepSVDDBackbone=BERT2026.01 | 0.4507 | |
| VAEBackbone=BERT2026.01 | 0.4387 | |
| ECODBackbone=BERT2026.01 | 0.4282 | |
| iForestBackbone=BERT2026.01 | 0.4242 | |
| SO-GAALBackbone=OpenAI-Large2026.01 | 0.421 |