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Should exact prices and dimensions be checked using vector similarity?

Exact constraints are better handled with structured data and explicit comparisons. An embedding may retrieve a related product while failing to preserve a crucial numerical difference.

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More FAQs in How can embeddings represent text, images, products, and other information?

Yes. A multimodal model can include different input encoders and train their outputs to interact or share a compatible space, depending on its objective.

No. They can also use images, structured attributes, user interactions, or learned item identifiers. The appropriate signals depend on the recommendation or retrieval task.

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