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@@ -106,13 +106,20 @@ This dataset is provided for research and educational purposes.
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  ## Citation
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- If you use this dataset in your research, please cite:
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  ```bibtex
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- @dataset{ege_math_solutions_2024,
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- title={EGE Math Solutions Assessment Benchmark},
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- year={2024},
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- publisher={Hugging Face},
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- url={https://huggingface.co/datasets/Karifannaa/EGE_Math_Solutions_Assessment_Benchmark}
 
 
 
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  }
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  ```
 
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  ## Citation
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+ If you use this work in your research, please consider citing it.
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+ **Plain Text:**
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+ > Khrulev, R. (2025). *CHECK-MAT: Checking Hand-Written Mathematical Answers for the Russian Unified State Exam*. arXiv preprint arXiv:2507.22958. https://arxiv.org/abs/2507.22958
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+
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+ **BibTeX:**
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  ```bibtex
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+ @misc{khrulev2025checkmatcheckinghandwrittenmathematical,
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+ title={CHECK-MAT: Checking Hand-Written Mathematical Answers for the Russian Unified State Exam},
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+ author={Ruslan Khrulev},
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+ year={2025},
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+ eprint={2507.22958},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={[https://arxiv.org/abs/2507.22958](https://arxiv.org/abs/2507.22958)},
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  }
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  ```