Xiaoqing Ma

Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models

Large language models (LLMs) demonstrate remarkable capabilities in various complex language tasks, yet they face significant reliability challenges, including factual inaccuracies and generated biases. Uncertainty quantification (UQ) plays a pivotal role in assessing model trustworthiness, particul