Beyond Bag-of-Words: Diagnosing Compositional Binding Failures in Vision-Language Models.

arXiv:2602.02043v2 Announce Type: replace-cross Abstract: Modern vision-language models struggle with basic compositional reasoning, failing to bind attributes to objects or relations to their referents. Existing benchmarks either rely on noisy real images tha