Out-of-Distribution Detection on CLINCFULL
11.24FPRMCL+Maha
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCL+MahaBackbone=RoBERTa2023.07 | 11.24 | 97.63 | |
| POE+EnergyBackbone=RoBERTa2023.07 | 12.16 | 96.98 | |
| EnergyBackbone=BERT2023.07 | 12.24 | — | |
| POE+MahaBackbone=RoBERTa2023.07 | 12.33 | 97.66 | |
| POE+EnergyBackbone=BERT2023.07 | 12.46 | — | |
| MahaBackbone=RoBERTa2023.07 | 12.66 | 97.55 | |
| SCL+MahaBackbone=BERT2023.07 | 12.99 | — | |
| MCL+EnergyBackbone=RoBERTa2023.07 | 13.74 | 96.41 | |
| SCL+MahaBackbone=RoBERTa2023.07 | 13.91 | 97.42 | |
| MahaBackbone=BERT2023.07 | 13.91 | — | |
| MCL+MahaBackbone=BERT2023.07 | 13.91 | — | |
| SCL+EnergyBackbone=BERT2023.07 | 14.08 | — | |
| POE+MahaBackbone=BERT2023.07 | 14.35 | — | |
| MCL+EnergyBackbone=BERT2023.07 | 14.91 | — | |
| ODINBackbone=BERT2023.07 | 15.39 | — | |
| POE+MSPBackbone=RoBERTa2023.07 | 15.58 | 96.58 | |
| EnergyBackbone=RoBERTa2023.07 | 15.99 | 96.33 | |
| ODINBackbone=RoBERTa2023.07 | 16.49 | 96.36 | |
| KNN-euclideanBackbone=BERT2023.07 | 17 | — | |
| SCL+EnergyBackbone=RoBERTa2023.07 | 17.08 | 95.16 | |
| KNN-cosineBackbone=BERT2023.07 | 17.33 | — | |
| MSPBackbone=BERT2023.07 | 17.41 | — | |
| ReActBackbone=BERT2023.07 | 17.41 | — | |
| MCL+MSPBackbone=RoBERTa2023.07 | 17.93 | 95.73 | |
| POE+MSPBackbone=BERT2023.07 | 18.89 | — | |
| DICEBackbone=RoBERTa2023.07 | 19.16 | 95.22 | |
| KNN-euclideanBackbone=RoBERTa2023.07 | 19.33 | 96.39 | |
| KNN-cosineBackbone=RoBERTa2023.07 | 19.83 | 96.37 | |
| MSPBackbone=RoBERTa2023.07 | 20.08 | 95.71 | |
| ReActBackbone=RoBERTa2023.07 | 20.08 | 95.71 | |
| MCL+MSPBackbone=BERT2023.07 | 20.91 | — | |
| DICEBackbone=BERT2023.07 | 22.08 | — | |
| SCL+MSPBackbone=BERT2023.07 | 22.49 | — | |
| SCL+MSPBackbone=RoBERTa2023.07 | 22.91 | 94.35 |