Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens

Xixian Yong, Xiao Zhou, Yingying Zhang +3

The recent rise of Large Reasoning Models (LRMs) has significantly improved multi-step reasoning performance, but often at the cost of generating excessively long reasoning chains.…