Preprint
Aug 2026
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.
John Scoville, Shengzhuang Chen, Yejin Bang et al.
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