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README.md

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 # MIRACL-VISION
 
-MIRACL-VISION is a multilingual visual retrieval dataset for 18 different languages. It is an extension of MIRACL, a popular text-only multilingual retrieval dataset. The dataset contains user questions, images of Wikipedia articles and annotations, which article can answer a user question. There are 7898 questions and 338734 images. More details can be found in the paper [MIRACL-VISION: A Large, multilingual, visual document retrieval benchmark](https://arxiv.org/abs/2505.11651)
+MIRACL-VISION is a multilingual visual retrieval dataset for 18 different languages. It is an extension of MIRACL, a popular text-only multilingual retrieval dataset. The dataset contains user questions, images of Wikipedia articles and annotations, which article can answer a user question. There are 7898 questions and 338734 images. More details can be found in the paper [MIRACL-VISION: A Large, multilingual, visual document retrieval benchmark](https://arxiv.org/abs/2505.11651).
 
 This dataset is ready for commercial usage for evaluation of the multilingual, multimodal retriever pipelines.