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Mathematical Reasoning on Average (Math-500, GSM8K, Big-Math)

72.9AccuracyRLVR
55.42859.96464.569.036Jul 22, 2025

Evaluation results

MethodLinks
RLVRTraining Set=Big-Math2025.0772.90.470.280.26
RLVR + BCE ClassifierTraining Set=Big-Math2025.0772.90.780.150.1
RLVR + Brier ClassifierTraining Set=Big-Math2025.0772.90.780.150.1
RLVR + ProbeTraining Set=Big-Math2025.0772.90.650.190.13
Answer ProbabilityTraining Set=Big-Math2025.0772.90.520.260.26
RLCRTraining Set=Big-Math2025.0772.70.670.170.1
SFT+RLCRTraining Set=Big-Math2025.0772.20.780.140.08
BaseTraining Set=Big-Math2025.0756.10.560.40.39