AutoVerifier: Residual-Guided Non-Parametric Optimization for Reference-Based Answer Verification

Zebei Zhao, Zhihao Shi, Minqi Shi

Reference-based verifiers are important for evaluating reasoning models and providing accurate outcome rewards in reinforcement learning with verifiable rewards. To improve verific…