How You Begin is How You Reason: Driving Exploration in RLVR via Prefix-Tuned Priors

Yifan Xu, Junren Chen, Yifan Chen

Reinforcement learning with verifiable rewards (RLVR) recently thrives in large language model (LLM) reasoning tasks. However, the reward sparsity and the long reasoning horizon ma…