Selective Classification on Amazon Reviews Covariate Shift
22.2AURCMDS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MDSBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 22.2 | 0.75 | |
| KNNBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 21.3 | 0.711 | |
| EnergyBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 14.6 | 0.428 | |
| Δ-MDSBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 14.4 | 0.422 | |
| MaxLogitBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 14.3 | 0.416 | |
| Δ-KNNBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 14.2 | 0.412 | |
| RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 14.1 | 0.41 | |
| SIRCBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 14 | 0.403 | |
| MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 13.9 | 0.401 | |
| Δ-MDS-RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 13.9 | 0.401 | |
| Δ-KNN-RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 13.8 | 0.394 | |
| Δ-KNN-MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 13.8 | 0.396 | |
| Δ-MDS-MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 13.6 | 0.387 |