2025
Concept-pedia: a Wide-coverage Semantically-annotated Multimodal Dataset
EMNLP 2025
Vision-language Models (VLMs), such as CLIP and SigLIP, have become the de facto standard for multimodal tasks, serving as essential building blocks for recent Multimodal Large Language Models, including LLaVA and PaliGemma. However, current evaluations for VLMs remain heavily anchored to ImageNet.