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ResearchFormerly WizWand

Out-of-Distribution Detection on CLINC150

0.903AUROCLabel-free Mahalanobis + SMP
0.5390.63350.7280.8225May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-4.0B2026.050.9030.8720.9760.683
ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-4.0B2026.050.90.8720.9740.669
Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-1.7B2026.050.8670.8580.9650.614
ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-1.7B2026.050.8610.8560.9630.599
Label-free Mahalanobis + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-0.6B2026.050.8560.8590.960.617
ReSCOPED + SMP# features=1, Protocol=Scaling Behavior (Modern Backbones), Backbone=Qwen3-0.6B2026.050.8560.8250.9510.643
IMLM + BCAD + MDF# features=12, Protocol=Fine-Tuning Approaches2026.050.8210.7560.950.476
ReSCOPED + SMP# features=1, Protocol=Frozen Backbone Approaches, Backbone=BERT2026.050.8150.8280.9490.463
BCAD + MDF# features=12, Protocol=Fine-Tuning Approaches2026.050.8120.7450.9460.474
Label-free Mahalanobis + SMP# features=1, Protocol=Frozen Backbone Approaches, Backbone=BERT2026.050.7910.8280.9390.447
IMLM + MDF# features=12, Protocol=Fine-Tuning Approaches2026.050.7780.7220.9380.391
MDF# features=12, Protocol=Frozen Backbone Approaches2026.050.7670.7110.9340.382
EC-NNK-Means# features=768, Protocol=Frozen Backbone Approaches2026.050.6720.8180.8950.289
EDF# features=12, Protocol=Frozen Backbone Approaches2026.050.5530.5520.8430.203