OOD Detection on Yelp (test)
97.59AUROCPOE+Maha
Evaluation results
| Method | Links | ||
|---|---|---|---|
| POE+MahaBackbone=RoBERTa2023.07 | 97.59 | 15.08 | |
| MCL+MahaBackbone=RoBERTa2023.07 | 97.1 | 17.13 | |
| POE+MahaBackbone=BERT2023.07 | 96.98 | — | |
| MahaBackbone=BERT2023.07 | 96.79 | — | |
| MCL+MahaBackbone=BERT2023.07 | 96.79 | — | |
| SCL+MahaBackbone=BERT2023.07 | 94.95 | — | |
| MahaBackbone=RoBERTa2023.07 | 91.04 | 51.74 | |
| POE+MSPBackbone=RoBERTa2023.07 | 90.47 | 57.94 | |
| POE+EnergyBackbone=RoBERTa2023.07 | 90.16 | 57.53 | |
| MCL+MSPBackbone=RoBERTa2023.07 | 89.3 | 58.93 | |
| MCL+EnergyBackbone=RoBERTa2023.07 | 89.17 | 59 | |
| POE+MSPBackbone=BERT2023.07 | 85.24 | — | |
| POE+EnergyBackbone=BERT2023.07 | 85.11 | — | |
| MCL+EnergyBackbone=BERT2023.07 | 84.96 | — | |
| MCL+MSPBackbone=BERT2023.07 | 84.58 | — | |
| KNN-euclideanBackbone=BERT2023.07 | 84.49 | — | |
| KNN-cosineBackbone=BERT2023.07 | 84.41 | — | |
| MSPBackbone=BERT2023.07 | 83.78 | — | |
| ReActBackbone=BERT2023.07 | 83.76 | — | |
| SCL+MSPBackbone=BERT2023.07 | 83.71 | — | |
| ODINBackbone=BERT2023.07 | 83.7 | — | |
| DICEBackbone=BERT2023.07 | 83.4 | — | |
| ReActBackbone=RoBERTa2023.07 | 83.21 | 65.3 | |
| EnergyBackbone=BERT2023.07 | 82.49 | — | |
| SCL+EnergyBackbone=BERT2023.07 | 81.92 | — | |
| SCL+MahaBackbone=RoBERTa2023.07 | 80.88 | 71.34 | |
| MSPBackbone=RoBERTa2023.07 | 80.81 | 65.29 | |
| ODINBackbone=RoBERTa2023.07 | 80.8 | 65.32 | |
| SCL+MSPBackbone=RoBERTa2023.07 | 79.98 | 70.33 | |
| KNN-euclideanBackbone=RoBERTa2023.07 | 79.8 | 65.03 | |
| KNN-cosineBackbone=RoBERTa2023.07 | 79.46 | 65.18 | |
| DICEBackbone=RoBERTa2023.07 | 77.48 | 64.87 | |
| SCL+EnergyBackbone=RoBERTa2023.07 | 76.72 | 70.42 | |
| EnergyBackbone=RoBERTa2023.07 | 75.52 | 65.17 |