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@@ -79,9 +79,10 @@ We selected two different tasks:
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  | MRR | CLIP-Italian | mCLIP |
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  | --------------- | ------------ |-------|
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- | MRR@1 | | |
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- | MRR@5 | | |
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- | MRR@10 | | |
 
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  [Colab: Image Retrieval Evaluation](https://colab.research.google.com/drive/1bLVwVKpAndpEDHqjzxVPr_9nGrSbuOQd?usp=sharing)
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  ### Zero-shot classification
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  | Accuracy@5 | **43.69** | 36.57 |
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  | Accuracy@10 | **52.55** | 42.91 |
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  | Accuracy@100 | **81.08** | 67.11 |
 
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  [Colab: ImageNet Zero Shot Evaluation](https://colab.research.google.com/drive/1zfWeVWY79XXH63Ci-pk8xxx3Vu_RRgW-?usp=sharing)
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  ## Qualitative Evaluation
 
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  | MRR | CLIP-Italian | mCLIP |
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  | --------------- | ------------ |-------|
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+ | MRR@1 | **0.3797** | |
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+ | MRR@5 | **0.5039** | |
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+ | MRR@10 | **0.5204** | |
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+
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  [Colab: Image Retrieval Evaluation](https://colab.research.google.com/drive/1bLVwVKpAndpEDHqjzxVPr_9nGrSbuOQd?usp=sharing)
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  ### Zero-shot classification
 
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  | Accuracy@5 | **43.69** | 36.57 |
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  | Accuracy@10 | **52.55** | 42.91 |
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  | Accuracy@100 | **81.08** | 67.11 |
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+
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  [Colab: ImageNet Zero Shot Evaluation](https://colab.research.google.com/drive/1zfWeVWY79XXH63Ci-pk8xxx3Vu_RRgW-?usp=sharing)
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  ## Qualitative Evaluation