Data Matters Most: Auditing Social Bias in Contrastive Vision Language Models

Zahraa Al Sahili, Ioannis Patras, Matthew Purver

Vision-language models (VLMs) deliver strong zero-shot recognition but frequently inherit social biases from their training data. We systematically disentangle three design factors…