Anomaly Detection on YelpReview
94.52ROC-AUCLUNAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LUNAREmbeddings=OpenAI2026.05 | 94.52 | 45.24 | |
| LOFEmbeddings=OpenAI2026.05 | 87.33 | 57.1 | |
| AEEmbeddings=OpenAI2026.05 | 85.24 | 70.63 | |
| LOFEmbeddings=BERT2026.05 | 65.73 | 26.29 | |
| LUNAREmbeddings=BERT2026.05 | 65.22 | 26.09 | |
| AEEmbeddings=BERT2026.05 | 64.41 | 25.25 | |
| VAEEmbeddings=BERT2026.05 | 64.41 | 23.31 | |
| ECODEmbeddings=BERT2026.05 | 63.26 | 21.97 | |
| VAEEmbeddings=OpenAI2026.05 | 61.63 | 84.67 | |
| DATE2026.05 | 60.92 | 21.49 | |
| ECODEmbeddings=OpenAI2026.05 | 59.84 | 86.39 | |
| iForestEmbeddings=BERT2026.05 | 59.71 | 22.03 | |
| FATE2026.05 | 59.45 | 21.12 | |
| MaskDiff-ADVariant=Parametric2026.05 | 58.82 | 20.42 | |
| DeepSVDDEmbeddings=BERT2026.05 | 58.71 | 21.74 | |
| iForestEmbeddings=OpenAI2026.05 | 58.71 | 25.27 | |
| Hamming-kNN2026.05 | 58.55 | 21.76 | |
| ECOD2026.05 | 54.65 | 19.02 | |
| COPOD2026.05 | 54.54 | 18.98 | |
| DeepSVDDEmbeddings=OpenAI2026.05 | 53.73 | 18.93 | |
| CVDD2026.05 | 53.45 | 17.11 | |
| Isolation Forest2026.05 | 52.33 | 11.92 | |
| SO-GAALEmbeddings=OpenAI2026.05 | 50.82 | 27.35 | |
| SO-GAALEmbeddings=BERT2026.05 | 47.12 | 24.4 |