Selective Classification on Amazon Reviews (In-Distribution)
20.6AURCMDS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MDSBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 20.6 | 73.9 | |
| KNNBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 19.4 | 68.6 | |
| EnergyBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.89 | 39.7 | |
| Δ-MDSBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.7 | 38.9 | |
| MaxLogitBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.6 | 38.4 | |
| RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.4 | 37.6 | |
| Δ-KNNBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.4 | 37.4 | |
| SIRCBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.3 | 37 | |
| MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.2 | 36.8 | |
| Δ-MDS-RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12.2 | 36.8 | |
| Δ-KNN-RLogBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12 | 35.8 | |
| Δ-KNN-MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 12 | 35.9 | |
| Δ-MDS-MSPBackbone=DistilBERT, Training protocol=LISA, Coverage=Full coverage2025.05 | 11.9 | 35.4 |