| CIFAR-10-C | AUGMIX | RMS Calibration Error5.2 | | 35 | 4d ago |
| CIFAR-F | Knowledge-Transferring-based Temperature Scaling | ECE5.97 | | 27 | 4d ago |
| CIFAR-10.1 C | Knowledge-Transferring-based Temperature Scaling | ECE29.98 | | 27 | 4d ago |
| CIFAR-10.1 | Knowledge-Transferring-based Temperature Scaling | ECE0.0395 | | 27 | 4d ago |
| RewardBench | Verbalized | Kuiper0.009 | | 24 | 4d ago |
| JudgeBench | Probe | Kuiper0.037 | | 24 | 4d ago |
| GPQA diamond | ET-PE | AUROC0.696 | | 18 | 4d ago |
| GPQA main | PE | AUROC0.672 | | 18 | 4d ago |
| SciBench | PE | AUROC78.7 | | 18 | 4d ago |
| MATH 500 | ET-PE | AUROC0.861 | | 18 | 4d ago |
| VTAB | CLAP (Ours) + CoOp | ECE13.6 | | 8 | 4d ago |
| CUB200 | CLAP (Ours) + MaPLe | ECE18.4 | | 8 | 4d ago |
| ImageNet-R | CLAP (Ours) + MaPLe | ECE0.146 | | 8 | 4d ago |
| ImageNet 100 | CLAP (Ours) + AttriCLIP | ECE0.205 | | 8 | 4d ago |
| CIFAR100 | MaPLe | ECE0.168 | | 8 | 4d ago |
| MEPS Panel 21 2017 (test) | NRC-Embed | Length242 | | 6 | 4d ago |
| MEPS Panel 20 2017 (test) | DeepEnsemble | Length19,050 | | 6 | 4d ago |
| MEPS Panel 19 2017 (test) | NRC-Embed | Length240.5 | | 6 | 4d ago |
| Boston | NRC | MACE5 | | 6 | 4d ago |
| Concrete | NRC | MACE0.05 | | 6 | 4d ago |
| Auto-MPG MPG3 | NRC | MACE0.08 | | 6 | 4d ago |
| Auto-MPG MPG2 | ISR | MACE0.059 | | 6 | 4d ago |
| Wine | NRC | MACE0.2 | | 6 | 4d ago |
| Beijing Air Quality (test) | Deep Ensemble | Calibration AUC0.307 | | 5 | 4d ago |
| AGNews (test) | TinyBERT | ECE0.009 | | 4 | 4d ago |
