Out-of-Distribution Detection on SST
0.981AUROCIMLM + BCAD + MDF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IMLM + BCAD + MDF# features=12, Protocol=Fine-Tuning Approaches2026.05 | 0.981 | 0.954 | 0.987 | 0.959 | |
| BCAD + MDF# features=12, Protocol=Fine-Tuning Approaches2026.05 | 0.97 | 0.945 | 0.98 | 0.948 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Frozen Backbone Approaches, Backbone=BERT2026.05 | 0.965 | 0.907 | 0.972 | 0.953 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-4.0B2026.05 | 0.951 | 0.885 | 0.954 | 0.947 | |
| ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-4.0B2026.05 | 0.949 | 0.881 | 0.952 | 0.945 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-0.6B2026.05 | 0.939 | 0.871 | 0.941 | 0.938 | |
| IMLM + MDF# features=12, Protocol=Fine-Tuning Approaches2026.05 | 0.936 | 0.881 | 0.975 | 0.894 | |
| Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-1.7B2026.05 | 0.934 | 0.859 | 0.941 | 0.928 | |
| MDF# features=12, Protocol=Frozen Backbone Approaches2026.05 | 0.933 | 0.875 | 0.949 | 0.891 | |
| EDF# features=12, Protocol=Frozen Backbone Approaches2026.05 | 0.901 | 0.848 | 0.928 | 0.842 | |
| ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-1.7B2026.05 | 0.876 | 0.811 | 0.886 | 0.853 | |
| ReSCOPED + SMP# features=1, Protocol=Frozen Backbone Approaches, Backbone=BERT2026.05 | 0.802 | 0.73 | 0.822 | 0.778 | |
| ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-0.6B2026.05 | 0.764 | 0.698 | 0.757 | 0.763 |