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Learning from Hard Prompts: Difficulty-aware Advantage Amplification in Dynamic Sampling

Gan, Siyuan et al.
arXiv (OAI Expanded) · Papers
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artificial-intelligence
Decoupled Clip and Dynamic Sampling Policy Optimization (DAPO) is a prominent variant of Group Relative Policy Optimization (GRPO). DAPO introduces several improvements over GRPO. Among these, Dynamic Sampling contributes the most to DAPO's accuracy gains relative to GRPO. To improve accuracy, Dynam
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