CORE Improves Reasoning with Contrastive Trace Comparison, No Training Required

CORE is a non-parametric algorithm that compares successful and unsuccessful reasoning traces to generate natural-language strategy insights, achieving faster improvement than GRPO across four reasoning tasks while requiring far fewer rollouts. It requires no gradient updates, making it tractable where RLVR is too expensive.