Out-of-Distribution Detection on CLINC Full (test)
97.24AUROCPOE+Energy
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| POE+EnergyBackbone=BERT2023.07 | 97.24 | — | — | |
| MahaBackbone=BERT2023.07 | 97.18 | — | — | |
| MCL+MahaBackbone=BERT2023.07 | 97.18 | — | — | |
| POE+MahaBackbone=BERT2023.07 | 97.03 | — | — | |
| EnergyBackbone=BERT2023.07 | 97.02 | — | — | |
| SCL+MahaBackbone=BERT2023.07 | 97.01 | — | — | |
| ODINBackbone=BERT2023.07 | 96.98 | — | — | |
| KNN-cosineBackbone=BERT2023.07 | 96.94 | — | — | |
| KNN-euclideanBackbone=BERT2023.07 | 96.94 | — | — | |
| MCL+EnergyBackbone=BERT2023.07 | 96.69 | — | — | |
| SCL+EnergyBackbone=BERT2023.07 | 96.43 | — | — | |
| MSPBackbone=BERT2023.07 | 96.39 | — | — | |
| ReActBackbone=BERT2023.07 | 96.39 | — | — | |
| POE+MSPBackbone=BERT2023.07 | 96.25 | — | — | |
| MCL+MSPBackbone=BERT2023.07 | 95.79 | — | — | |
| SCL+MSPBackbone=BERT2023.07 | 95.19 | — | — | |
| DICEBackbone=BERT2023.07 | 94.57 | — | — | |
| CUDTeacher training dataset=Banking77 (IND)2026.02 | 94.52 | 24.24 | 12.77 | |
| AD-KDTeacher training dataset=Banking77 (IND)2026.02 | 93.91 | 30.08 | 13.31 | |
| CKDTeacher training dataset=Banking77 (IND)2026.02 | 92.21 | 38.97 | 22.53 | |
| TinyBERTTeacher training dataset=Banking77 (IND)2026.02 | 79.06 | 70.04 | 54.55 |