When Should LLMs Reason? Adaptive Inference Routing via Entropy Dynamics.

arXiv:2605.22873v3 Announce Type: replace-cross Abstract: Chain-of-thought (CoT) reasoning can improve LLM performance, but its benefits vary across tasks, models, and individual queries. On some tasks, CoT provides marginal or negative accuracy gains while su