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This paper introduces AdaPrefix-GRPO, a method that adaptively controls the length of correct solution prefixes provided to a model during GRPO training, maintaining a 50% success rate to maximize gradient signal. It significantly improves accuracy on hard math reasoning problems while reducing computational cost.