Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards

Benchmark Model Rank Results
mathematical-reasoning-on-aime-2025A3PO (Deepseek-R1-Distill-Qwen-7B)–Accuracy: 54.1
mathematical-reasoning-on-aime24A3PO (Deepseek-R1-Distill-Qwen-7B)–Acc: 65.2
mathematical-reasoning-on-math-500A3PO (Deepseek-R1-Distill-Qwen-7B)–Accuracy: 96.9