Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy

Soohyun Lee, Jaeyoung Kim, Seokhyeon Park +5

Large Vision-Language Models (LVLMs) show strong visualization interpretation, yet it is unclear whether their responses reflect genuine reasoning over visual evidence or factual p…