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@@ -52,11 +52,9 @@ We found that OCR and text-based processing become ineffective in VCR as accurat
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  ## Dataset Description
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- - **Homepage:** [WIT homepage](https://github.com/google-research-datasets/wit)
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- - **Paper:** [WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning
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- ](https://arxiv.org/abs/2103.01913)
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- - **Leaderboard:** [WIT leaderboard](https://paperswithcode.com/sota/text-image-retrieval-on-wit) and [WIT Kaggle competition](https://www.kaggle.com/competitions/wikipedia-image-caption/leaderboard)
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- - **Point of Contact:** [Miriam Redi](mailto:miriam@wikimedia.org)
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  ## Evaluation
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  ## Dataset Description
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+ - **GitHub:** [VCR GitHub](https://github.com/tianyu-z/vcr)
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+ - **Paper:** [VCR: Visual Caption Restoration](https://arxiv.org/abs/2406.06462)
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+ - **Point of Contact:** [Tianyu Zhang](mailto:tianyu.zhang@mila.quebec)
 
 
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  ## Evaluation
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