John Scoville

Cognitive Demand Steering for Adaptive Meta-Reasoning in Large Language Models

CDS is introduced, a training-free meta-reasoning framework equipped with residual demand assessment: at each step, an LLM-based progress evaluator characterizes the residual reasoning required to arrive at a solution rather than merely evaluating the previous step.