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@@ -43,7 +43,7 @@ For fine-grained performance evaluation results and detailed discussion, check o
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  * ๐Ÿ“Š [U-MATH benchmark at Huggingface](https://huggingface.co/datasets/toloka/umath)
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  * ๐Ÿ”Ž [ฮผ-MATH benchmark at Huggingface](https://huggingface.co/datasets/toloka/mumath)
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- * ๐Ÿ—ž๏ธ [Paper](LINK)
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  * ๐Ÿ‘พ [Evaluation Code at GitHub](https://github.com/Toloka/u-math/)
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  ### Key Features
 
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  * ๐Ÿ“Š [U-MATH benchmark at Huggingface](https://huggingface.co/datasets/toloka/umath)
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  * ๐Ÿ”Ž [ฮผ-MATH benchmark at Huggingface](https://huggingface.co/datasets/toloka/mumath)
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+ * ๐Ÿ—ž๏ธ [Paper](https://arxiv.org/abs/2412.03205)
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  * ๐Ÿ‘พ [Evaluation Code at GitHub](https://github.com/Toloka/u-math/)
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  ### Key Features