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Nejla Ghaboosi

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Preprint Aug 2026

Giraffe: A Mapping Architecture from Hidden Text Representations to Visual Embeddings for Efficient Graphic Design

A novel architecture is proposed that maps hidden token represen- tations to the embedding space of visual models, such as CLIP ViT-L/14, using a single [IMG] token per image.

Nejla Ghaboosi · 0 citations