Learning as Reasoning Unfolds: Progressive Rollout Allocation for Efficient Reinforcement Learning

Heyang Jiang, Henry Liu, Baharan Mirzasoleiman

Reinforcement learning with verifiable rewards (RLVR) has emerged as a highly effective framework for improving LLM reasoning, with methods such as GRPO among its most successful i…