Tianya Liang

Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models

Large Language Models (LLMs) are expected to be predictable and trustworthy to support reliable decision-making systems. Yet current LLMs often show inconsistencies in their judgments. In this work, we examine \textit{logical preference consistency} as a foundational requirement for building more de…