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@@ -23,7 +23,7 @@ It achieves the following results on the evaluation set:
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  ## Heatmap
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- Here is the heatmap of the similarity score of the first 30 samples on the test split of the ROCO dataset if images vs their captions:
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  ![heatmap](https://imgur.com/fPFM694.png)
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  ### Training hyperparameters
 
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  ## Heatmap
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+ Here is the heatmap of the similarity score of the first 30 samples on the test split of the ROCO dataset of images vs their captions:
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  ![heatmap](https://imgur.com/fPFM694.png)
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  ### Training hyperparameters