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@@ -67,7 +67,6 @@ print(cos_sim(text_embeddings[0], image_embeddings[0])) # text-image cross-modal
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  ```
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  **notice: our emperical study shows that text-text cosine similarity is normally larger than text-image cosine similarity!**
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  If you want to merge two scores, we recommended 2 ways:
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  1. weighted average of text-text sim and text-image sim:
 
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  ```
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  **notice: our emperical study shows that text-text cosine similarity is normally larger than text-image cosine similarity!**
 
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  If you want to merge two scores, we recommended 2 ways:
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  1. weighted average of text-text sim and text-image sim: