Contrastive training on randomly laid-out, alphabet-labeled synthetic diagrams makes CLIP encoders detect edge direction and caption diagrams, beating pretrained CLIP and zero-shot GPT-4o on the synthetic test set.
What you can cram into a single $&!#* vector: Probing sentence embeddings for lin- guistic properties
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Can Visual Encoder Learn to See Arrows?
Contrastive training on randomly laid-out, alphabet-labeled synthetic diagrams makes CLIP encoders detect edge direction and caption diagrams, beating pretrained CLIP and zero-shot GPT-4o on the synthetic test set.