Mathematical Reasoning on SVAMP (Acc, # L, Acc./# L)
56.8AccuracyRuPLaR-Temp
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RuPLaR-Temp2026.05 | 56.8 | — | 37.9 | |
| RuPLaR-Gumbel2026.05 | 54.8 | 1.56 | 35.1 | |
| RuPLaR-Mix2026.05 | 54.3 | 1.59 | 34.2 | |
| RuPLaRPrior Strength (alpha_kl)=0.32026.05 | 52.5 | 1.43 | 36.7 | |
| RuPLaRPrior Strength (alpha_kl)=2.02026.05 | 51.4 | 1.57 | 32.7 | |
| RuPLaRLoss Component=w/o Problem-Thought2026.05 | 51 | 1.56 | 32.7 | |
| ReGuLaR2026.05 | 50.1 | 2.02 | 24.8 | |
| RuPLaRLoss Component=w/o KL-Focus2026.05 | 48.9 | 1.6 | 30.6 | |
| RuPLaRPrior Type=Random2026.05 | 48.6 | 1.42 | 34.2 | |
| CoLaR-52026.05 | 48.4 | 2.95 | 16.4 | |
| RuPLaRPrior Type=Uniform2026.05 | 47.3 | 1.56 | 30.3 | |
| RuPLaRPrior Type=Learned2026.05 | 45.2 | 1.66 | 27.2 | |
| COCONUT2026.05 | 40.7 | 6 | 6.78 | |
| iCoT2026.05 | 36.4 | 0 | — | |
| CODI2026.05 | 21.7 | 6 | 3.62 |