Out-of-Distribution Detection on CLINCSMALL
0.1208FPRPOE+Maha
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| POE+MahaBackbone=RoBERTa2023.07 | 0.1208 | 0.9748 | |
| SCL+MahaBackbone=RoBERTa2023.07 | 0.1324 | 0.9706 | |
| POE+EnergyBackbone=RoBERTa2023.07 | 0.1333 | 0.9662 | |
| MCL+MahaBackbone=RoBERTa2023.07 | 0.1391 | 0.9738 | |
| MCL+EnergyBackbone=RoBERTa2023.07 | 0.1446 | 0.9653 | |
| SCL+EnergyBackbone=RoBERTa2023.07 | 0.1524 | 0.965 | |
| POE+MSPBackbone=RoBERTa2023.07 | 0.1649 | 0.9636 | |
| MahaBackbone=RoBERTa2023.07 | 0.1758 | 0.9681 | |
| DICEBackbone=RoBERTa2023.07 | 0.1808 | 0.9435 | |
| EnergyBackbone=RoBERTa2023.07 | 0.1916 | 0.9579 | |
| MCL+MSPBackbone=RoBERTa2023.07 | 0.1996 | 0.9583 | |
| ODINBackbone=RoBERTa2023.07 | 0.2024 | 0.9573 | |
| SCL+MSPBackbone=RoBERTa2023.07 | 0.204 | 0.9589 | |
| KNN-euclideanBackbone=RoBERTa2023.07 | 0.2366 | 0.9587 | |
| ReActBackbone=RoBERTa2023.07 | 0.2374 | 0.952 | |
| MSPBackbone=RoBERTa2023.07 | 0.2391 | 0.9518 | |
| KNN-cosineBackbone=RoBERTa2023.07 | 0.2391 | 0.9603 | |
| POE+EnergyBackbone=BERT2023.07 | 14.08 | — | |
| EnergyBackbone=BERT2023.07 | 14.99 | — | |
| SCL+EnergyBackbone=BERT2023.07 | 15.16 | — | |
| MCL+EnergyBackbone=BERT2023.07 | 15.66 | — | |
| MahaBackbone=BERT2023.07 | 16.08 | — | |
| MCL+MahaBackbone=BERT2023.07 | 16.08 | — | |
| SCL+MahaBackbone=BERT2023.07 | 16.58 | — | |
| ODINBackbone=BERT2023.07 | 18.22 | — | |
| ReActBackbone=BERT2023.07 | 18.24 | — | |
| POE+MahaBackbone=BERT2023.07 | 18.83 | — | |
| MSPBackbone=BERT2023.07 | 20.08 | — | |
| DICEBackbone=BERT2023.07 | 20.12 | — | |
| POE+MSPBackbone=BERT2023.07 | 20.24 | — | |
| SCL+MSPBackbone=BERT2023.07 | 20.91 | — | |
| MCL+MSPBackbone=BERT2023.07 | 21.58 | — | |
| KNN-cosineBackbone=BERT2023.07 | 22.75 | — | |
| KNN-euclideanBackbone=BERT2023.07 | 22.83 | — |