From Imitation to Discrimination: Toward A Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kGRPO (with CAPO) (Qwen2.5-7B-Math)–Accuracy: 88.9
mathematical-reasoning-on-aime24RLOO (with CAPO) (Qwen2.5-7B-Math)–Acc: 33.3
mathematical-reasoning-on-math-500GRPO (with CAPO) (Qwen2.5-7B-Math)–Accuracy: 76.8
mathematical-reasoning-on-minerva-mathREINFORCE++ (with CAPO) (Qwen2.5-7B-Math)–Accuracy: 40.1
mathematical-reasoning-on-olympiadbenchGRPO (with CAPO) (Qwen2.5-7B-Math)–Accuracy: 39.7