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Mathematical Reasoning on AMC23 (avg@8)

87.5Avg@8 ScoreGRPO w/ Structure Reward
82.622483.888785.15586.4213Mar 30, 2026

Evaluation results

MethodLinks
GRPO w/ Structure RewardRL Category=Label-free RL, Algorithm=GRPO, Reward Method=Structure Reward2026.0387.5
PPO w/ Ground-TruthRL Category=Ground-Truth RL (Oracle), Algorithm=PPO, Reward Method=Ground-Truth2026.0386.56
GRPO w/ Entropy Minimization (EMPO)RL Category=Label-free RL, Algorithm=GRPO, Reward Method=Entropy Minimization (EMPO)2026.0386.56
GRPO w/ Majority Voting (TTRL)RL Category=Label-free RL, Algorithm=GRPO, Reward Method=Majority Voting (TTRL)2026.0386.56
PPO w/ Structure RewardRL Category=Label-free RL, Algorithm=PPO, Reward Method=Structure Reward2026.0385
GRPO w/ Ground-TruthRL Category=Ground-Truth RL (Oracle), Algorithm=GRPO, Reward Method=Ground-Truth2026.0384.38
Base2026.0382.81