Zhaoye Li

Enhancing Uncertainty Quantification in Large Language Models through Semantic Graph Density

Large Language Models (LLMs) excel in language understanding but are susceptible to "confabulation," where they generate arbitrary, factually incorrect responses to uncertain questions. Detecting confabulation in question answering often relies on Uncertainty Quantification (UQ), which measures sema