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entropy-regularization grpo ppo llm-training hyperparameter-optimization

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Fixed Entropy Coefficients Break Down on Mixed-Difficulty Tasks: What AER Means for Teams Running LLM RL at Scale

Static entropy regularization in GRPO underperforms on mixed-difficulty tasks. Difficulty-aware allocation closes the gap by 7-10 points on pass@1 without extra compute.
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