Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning

Benchmark Model Rank Results
code-generation-on-humanevalERC-DAPO (DeepSeek-R1-Distill-Qwen-7B)–Pass@1: 91.3
mathematical-reasoning-on-aime-2025ERC-DAPO (DeepSeek-R1-Distill-Qwen-7B)–Accuracy: 48.4
mathematical-reasoning-on-aime24ERC-GPPO (DeepSeek-R1-Distill-Qwen-7B)–Acc: 63.5
mathematical-reasoning-on-math-500ERC-DAPO (DeepSeek-R1-Distill-Qwen-7B)–Accuracy: 95.1