What Really Works for Universal Multimodal Embeddings? A Controlled Study of Contrastive Training Strategies

Duo Li, Haojun Pan, Zuhao Yang +4

Contrastive learning has become the standard paradigm for multimodal representation learning, aligning semantically matched pairs while separating mismatched ones in a shared embed…