The Role of Model Confidence on Bias Effects in Measured Uncertainties for Vision-Language Models

Xinyi Liu, Weiguang Wang, Hangfeng He

With the growing adoption of Large Language Models (LLMs) for open-ended tasks, accurately assessing epistemic uncertainty, which reflects a model's lack of knowledge, has become c…