Out-of-Distribution Detection on CLINC150
0.903AUROCLabel-free Mahalanobis + SMP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-4.0B2026.05 | 0.903 | 0.872 | 0.976 | 0.683 | |
| ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-4.0B2026.05 | 0.9 | 0.872 | 0.974 | 0.669 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-1.7B2026.05 | 0.867 | 0.858 | 0.965 | 0.614 | |
| ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-1.7B2026.05 | 0.861 | 0.856 | 0.963 | 0.599 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-0.6B2026.05 | 0.856 | 0.859 | 0.96 | 0.617 | |
| ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-0.6B2026.05 | 0.856 | 0.825 | 0.951 | 0.643 | |
| IMLM + BCAD + MDF# features=12, Protocol=Fine-Tuning Approaches2026.05 | 0.821 | 0.756 | 0.95 | 0.476 | |
| ReSCOPED + SMP# features=1, Protocol=Frozen Backbone Approaches, Backbone=BERT2026.05 | 0.815 | 0.828 | 0.949 | 0.463 | |
| BCAD + MDF# features=12, Protocol=Fine-Tuning Approaches2026.05 | 0.812 | 0.745 | 0.946 | 0.474 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Frozen Backbone Approaches, Backbone=BERT2026.05 | 0.791 | 0.828 | 0.939 | 0.447 | |
| IMLM + MDF# features=12, Protocol=Fine-Tuning Approaches2026.05 | 0.778 | 0.722 | 0.938 | 0.391 | |
| MDF# features=12, Protocol=Frozen Backbone Approaches2026.05 | 0.767 | 0.711 | 0.934 | 0.382 | |
| EC-NNK-Means# features=768, Protocol=Frozen Backbone Approaches2026.05 | 0.672 | 0.818 | 0.895 | 0.289 | |
| EDF# features=12, Protocol=Frozen Backbone Approaches2026.05 | 0.553 | 0.552 | 0.843 | 0.203 |