2025
Forgotten Polygons: Multimodal Large Language Models are Shape-Blind
ACL 2025finding
Despite strong performance on vision-language tasks, Multimodal Large Language Models (MLLMs) struggle with mathematical problem-solving, with both open-source and state-of-the-art models falling short of human performance on visual-math benchmarks. To systematically examine visual-mathematical reas…