Concrete Jungle: Towards Concreteness Paved Contrastive Negative Mining for Compositional Understanding

Eun Woo Im, Dhruv Madhwal, Vivek Gupta

Vision-Language Models demonstrate remarkable capabilities but often struggle with compositional reasoning, exhibiting vulnerabilities regarding word order and attribute binding. T…