SAF-OPD: Stable Advantage Fusion for On-Policy Distillation

Benchmark Model Rank Results
code-generation-on-livecodebench-v6SAF (Qwen3-8B)–Pass@1: 37.43
mathematical-reasoning-on-aime-2025SAF (Qwen3-4B)–Accuracy: 53.96
mathematical-reasoning-on-aime24SAF (Qwen3-8B)–Acc: 64.79
mathematical-reasoning-on-hmmt-feb-2025SAF (Qwen3-4B)–Accuracy: 31.15