Verification on GSM8K
70.17AUROCCRV
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CRVParadigm=White-Box2025.10 | 70.17 | 14.3 | 79.61 | |
| EnergyParadigm=Black-Box2025.10 | 62.55 | 9.11 | 86.34 | |
| EntropyParadigm=Black-Box2025.10 | 56.67 | 7.29 | 87.08 | |
| CoT-KineticsParadigm=Gray-Box2025.10 | 56.54 | 7.35 | 86.83 | |
| MLP ProbeParadigm=Gray-Box2025.10 | 56.02 | 8.63 | 93.94 | |
| LR ProbeParadigm=Gray-Box2025.10 | 55.86 | 7.99 | 90.32 | |
| PPLParadigm=Black-Box2025.10 | 55.46 | 8.12 | 90.69 | |
| MaxProbParadigm=Black-Box2025.10 | 54.91 | 7.99 | 91.86 | |
| Temp. ScalingParadigm=Black-Box2025.10 | 54.42 | 8.24 | 92.28 | |
| CoE-CParadigm=Gray-Box2025.10 | 53.57 | 10.8 | 96.33 | |
| CoE-RParadigm=Gray-Box2025.10 | 52.38 | 8.34 | 96.2 |