Masato Kikuchi

Navigating the Certainty Gap: The Hydraulic Effect of Evidence-Constrained LLMs in Professional Decision-Making

Large Language Models (LLMs) are increasingly deployed in high-stakes environments, including infrastructure auditing, medical assessment, legal analysis, and peer review. However, these failures arise less from knowledge limitations than from systematic misinterpretation of modality (fact vs. possibility) and unstable...