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@@ -208,10 +208,12 @@ Please contact us if there are data license issues.
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  ## Citation
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  Please cite our work if you find it useful:
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  ```
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- @misc{li2024MMCode,
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- author = {Kaixin, Li and Yuchen, Tian and Qisheng, Hu and Ziyang Luo and Jing Ma},
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- title = {MMCode: Evaluating Multi-Modal Code Language Models with Visually Rich Programming Problems},
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- year = {2024},
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- howpublished = {\url{https://github.com/Happylkx/MMCode}},
 
 
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  }
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  ```
 
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  ## Citation
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  Please cite our work if you find it useful:
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  ```
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+ @misc{li2024mmcode,
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+ title={MMCode: Evaluating Multi-Modal Code Large Language Models with Visually Rich Programming Problems},
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+ author={Kaixin Li and Yuchen Tian and Qisheng Hu and Ziyang Luo and Jing Ma},
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+ year={2024},
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+ eprint={2404.09486},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL}
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  }
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  ```