Beyond Semantic Equivalence: Logical Graphs for LLM Uncertainty Quantification

Yanni Dong, Minghua Liu, Meilin Zhu +2

Large Language Models often produce confidently stated yet unreliable outputs, posing critical challenges for deployment in safety-sensitive applications. Existing uncertainty metr…