Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty 事件

Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty arXiv:2603.15500v2 Announce Type: replace Abstract: LLMs often exhibit Aha moments such as self-correction after tokens like "Wait," yet the underlying mechanism remains unclear. Standard LLMs collapse mainly through silent divergence, where trajectories drift from the correct answer yet remain locally coherent, so no explicit error triggers reactive self-correction. We introduce an information-theoretic