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Mathematical Reasoning on Math 500 (Accuracy, #Tokens)

87.87Math 500 AccuracySPS
61.797268.566175.33582.1039May 24, 2026

Evaluation results

MethodLinks
SPSModel=Qwen2.5-7B-Instruct, N=82026.0587.879,076
PB-SMCModel=Qwen2.5-7B-Instruct, N=82026.0587.4710,628
SPSModel=Qwen2.5-3B-Instruct, N=82026.0583.29,359
SPSModel=Phi-4-mini-Instruct, N=82026.0582.677,959
PB-SMCModel=Qwen2.5-3B-Instruct, N=82026.0582.0711,727
PB-SMCModel=Phi-4-mini-Instruct, N=82026.0582.0710,422
Base ModelModel=Qwen2.5-7B-Instruct, N=12026.0576584
Base ModelModel=Qwen2.5-3B-Instruct, N=12026.0564.47607
Base ModelModel=Phi-4-mini-Instruct, N=12026.0562.8525