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Mathematical Reasoning on 5 O.O.D. Datasets Averaged

52.5AccuracyRLVR
43.45245.80148.1550.499Jul 22, 2025

Evaluation results

MethodLinks
RLVRTraining Set=Big-Math2025.0752.50.520.490.49
RLVR + BCE ClassifierTraining Set=Big-Math2025.0752.50.550.340.33
RLVR + Brier ClassifierTraining Set=Big-Math2025.0752.50.570.280.27
RLVR + ProbeTraining Set=Big-Math2025.0752.50.530.330.3
Answer ProbabilityTraining Set=Big-Math2025.0752.50.520.440.43
RLCRTraining Set=Big-Math2025.0750.90.60.280.25
BaseTraining Set=Big-Math2025.0747.80.530.460.45
SFT+RLCRTraining Set=Big-Math2025.0743.80.660.240.18