CriticRouter: Criticality-aware Step Router for Small-Large Collaborative Reasoning
CriticRouter is a verifier-free step-wise routing framework that reduces redundancy based on structural criticality as a routing signal, and achieves comparable accuracy to standard LLM reasoning while significantly reducing latency, demonstrating a better utility-efficiency trade-off.