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@@ -77,6 +77,8 @@ score, joint_embedding = model.encode_multimodal(
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  There are two options to calculate semantic compatibility between an image and a text: cosine similarity and [Matching Score](#matching-score).
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  __Pros__:
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  - Computationally cheap.
 
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  There are two options to calculate semantic compatibility between an image and a text: cosine similarity and [Matching Score](#matching-score).
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+ ### Cosine Similarity
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  __Pros__:
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  - Computationally cheap.