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Update README.md

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@@ -29,6 +29,6 @@ for text, image, meta in dataset:
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  ## Filteration
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  Each sample has 8 possible captions which were compared to the image using [CLIP ViT-B32](https://arxiv.org/abs/2103.00020)
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  The text was encoded using [multilingual CLIP text encoder](https://huggingface.co/sentence-transformers/clip-ViT-B-32-multilingual-v1)
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- Each possible caption was compared to the encoded image using Cosign Similarity
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  and kept if the sim was greater than `0.26`
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  Then the new caption was the filtered captions concatenated, and samples with no filtered caption were dropped.
 
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  ## Filteration
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  Each sample has 8 possible captions which were compared to the image using [CLIP ViT-B32](https://arxiv.org/abs/2103.00020)
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  The text was encoded using [multilingual CLIP text encoder](https://huggingface.co/sentence-transformers/clip-ViT-B-32-multilingual-v1)
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+ Each possible caption was compared to the encoded image using Cosine Similarity
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  and kept if the sim was greater than `0.26`
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  Then the new caption was the filtered captions concatenated, and samples with no filtered caption were dropped.