CLIP is one of the most important multimodal foundational models today, aligning visual and textual signals into a shared feature space using a simple contrastive learning loss on large-scale image-text pairs.What powers CLIP's capabilities?The rich supervision signals provided by natural language — the carrier of human knowledge — shape a powerful cross-modal represen-tation space.As a result, ..