USAI-Quant: A Quantitative Reasoning Benchmark for Vision-Language Models in Built Environments

Dongdong Wang, Qingqi Song, Yuzhou Chen +3

Large vision-language models (VLMs) have emerged as a powerful paradigm for urban and spatial AI. However, current state-of-the-art large VLMs still struggle with quantitative reas…