RLVR is a Kernel, Not a Function: Statistical Inference for pass@$k$ Crossovers

Chen Yang, Xianyang Zhang, Jun Chen

Reinforcement learning with verifiable rewards (RLVR) often improves pass@1 while falling behind its base model at larger sampling budgets $k$, a crossover read as evidence that RL…