Consistent Yet Wrong: Evidence Insensitivity in Spatial Vision-Language Models

S Divakar Bhat, Toshihiko Yamasaki

Spatial reasoning is fundamental to robotics, autonomy, and embodied AI, yet modern vision-language models (VLMs) remain unreliable on metric distance queries. A common assumption…