AI RESEARCH

How Far Are Vision-Language Models from Constructing the Real World? A Benchmark for Physical Generative Reasoning

arXiv CS.AI

ArXi:2603.24866v1 Announce Type: new The physical world is not merely visual; it is governed by rigorous structural and procedural constraints. Yet, the evaluation of vision-language models (VLMs) remains heavily skewed toward perceptual realism, prioritizing the generation of visually plausible 3D layouts, shapes, and appearances. Current benchmarks rarely test whether models grasp the step-by-step processes and physical dependencies required to actually build these artifacts, a capability essential for automating design-to-construction pipelines. To address this, we.