An application needs to rank photographs against text descriptions without training a new classifier. Which approach is appropriate?

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  1. Compare raw image pixels directly with UTF-8 text bytes
  2. Compare compatible image and text embeddings in a shared representation space
  3. Treat a text tokenizer's token IDs as RGB values
  4. Select the photograph with the largest file size

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