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ResearchFormerly WizWand

Selective Classification on Amazon Reviews Covariate Shift

22.2AURCMDS
13.25615.57817.920.222May 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MDSBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0522.20.75
KNNBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0521.30.711
EnergyBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0514.60.428
Δ-MDSBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0514.40.422
MaxLogitBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0514.30.416
Δ-KNNBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0514.20.412
RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0514.10.41
SIRCBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05140.403
MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0513.90.401
Δ-MDS-RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0513.90.401
Δ-KNN-RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0513.80.394
Δ-KNN-MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0513.80.396
Δ-MDS-MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.0513.60.387