2604.01249 Contrastive Vision-Language Pretraining Misaligns Abstract Concepts: A Systematic Study of 500 Adjective-Noun Pairs
This paper investigates the relationship between contrastive learning and vision language through controlled experiments on 24 diverse datasets totaling 48,517 samples. We propose a novel methodology that achieves 17.