2025
Vision-Free Retrieval: Rethinking Multimodal Search with Textual Scene Descriptions
EMNLP 2025
Contrastively-trained Vision-Language Models (VLMs), such as CLIP, have become the standard approach for learning discriminative vision-language representations. However, these models often exhibit shallow language understanding, manifesting bag-of-words behaviour. These limitations are reinforced b