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Mathematical Reasoning on MATH (test) (accuracy (r*), self-reward (r_self))

70.6Accuracy (r*)Qwen / Base
39.81647.80855.863.792May 6, 2026

Evaluation results

MethodLinks
Qwen / BaseSampling=Power, Evaluation Protocol=All completions2026.0570.60.093
Qwen / DistilledSampling=Standard, Evaluation Protocol=Self-reward Best-of-N2026.0568.20.064
Qwen / BaseSampling=Power, Evaluation Protocol=Self-reward Best-of-N2026.0567.70.08
Qwen / DistilledSampling=Temperature, Evaluation Protocol=Self-reward Best-of-N2026.0567.60.06
Qwen / DistilledSampling=Temperature, Evaluation Protocol=All completions2026.0566.10.073
Qwen / DistilledSampling=Standard, Evaluation Protocol=All completions2026.0563.10.094
Qwen / BaseSampling=Standard, Evaluation Protocol=Self-reward Best-of-N2026.0557.90.185
Phi / BaseSampling=Power, Evaluation Protocol=All completions2026.0551.30.175
Phi / BaseSampling=Power, Evaluation Protocol=Self-reward Best-of-N2026.0549.30.155
Phi / DistilledSampling=Standard, Evaluation Protocol=Self-reward Best-of-N2026.0548.10.088
Phi / BaseSampling=Standard, Evaluation Protocol=Self-reward Best-of-N2026.0547.60.173
Phi / DistilledSampling=Standard, Evaluation Protocol=All completions2026.05470.118
Phi / DistilledSampling=Temperature, Evaluation Protocol=Self-reward Best-of-N2026.0546.10.086
Phi / DistilledSampling=Temperature, Evaluation Protocol=All completions2026.0545.70.106
Phi / BaseSampling=Standard, Evaluation Protocol=All completions2026.0544.90.234
Qwen / BaseSampling=Standard, Evaluation Protocol=All completions2026.05410.405