AI RESEARCH
Revisiting the Uniform Information Density Hypothesis in LLM Reasoning
arXiv CS.AI
•
ArXi:2510.06953v3 Announce Type: replace The Uniform Information Density (UID) hypothesis proposes that effective communication is achieved by maintaining a stable flow of information. In this work, we revisit this principle in the context of Large Language Model (LLM) reasoning, asking whether step-level uniformity reflects reasoning quality. To this end, we