Hard Examples Are All You Need: Maximizing GRPO Post-Training Under Annotation Budgets

Benjamin Pikus, Pratyush Ranjan Tiwari, Burton Ye

Collecting high-quality training examples for language model fine-tuning is expensive, with practical budgets limiting the amount of data that can be procured. We investigate wheth…