SPARK: Stepwise Process-Aware Rewards for Reference-Free Reinforcement Learning

Salman Rahman, Sruthi Gorantla, Arpit Gupta +3

Process reward models (PRMs) that provide dense, step-level feedback have shown promise for reinforcement learning, yet their adoption remains limited by the need for expensive ste…