CLIPO: Contrastive Learning in Policy Optimization Generalizes RLVR

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kGRPO + CLIPO#91Accuracy: 88.02
mathematical-reasoning-on-math-500GMPO + CLIPO#100Accuracy: 77.87