CounterCount: Diagnosing Knowledge Bias in How Vision-Language Models Count Attributes

Reem Alzahrani, Hassan Alshanqiti, Bushra Bin Hemid +4

Do Vision-Language Models (VLMs) count what they see, or what they know about the world? We introduce CounterCount, a diagnostic dataset of paired factual and counterfactual (CF) i…