AI RESEARCH

GeoWorld-VLM: Geometry from World Models for Vision-Language Models

arXiv CS.CV

ArXi:2605.16713v1 Announce Type: new Modern Vision-Language Models (VLMs) achieve strong semantic recognition, yet remain brittle on elementary spatial relations such as left of, on, behind, and between. One cause of this failure arises before language reasoning begins: the visual pathway may compress or discard critical 3D structural cues during feature extraction, so the language model receives image representations that are already insufficient for reliable spatial judgment. We