MindTopo reveals VLMs' spatial reasoning abilities

Microsoft Research's MindTopo benchmarks whether multimodal models grasp 3D topology — connectivity, enclosure, order, separation, and knots — across static recognition and interactive planning tasks. Current models perform much better on static images than interactive tasks, with failures emerging during planning as models lose track of structural relationships in changing scenes.