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@@ -44,14 +44,11 @@ We evaluate VisCoder-3B on [**PandasPlotBench**](https://github.com/TIGER-AI-Lab
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  If you use VisCoder-3B or VisCode-200K in your research, please cite:
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  ```bibtex
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- @misc{ni2025viscoderfinetuningllmsexecutable,
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- title={VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation},
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- author={Yuansheng Ni and Ping Nie and Kai Zou and Xiang Yue and Wenhu Chen},
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- year={2025},
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- eprint={2506.03930},
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- archivePrefix={arXiv},
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- primaryClass={cs.SE},
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- url={https://arxiv.org/abs/2506.03930}
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  }
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-
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  For evaluation scripts and more information, see our [GitHub repository](https://github.com/TIGER-AI-Lab/VisCoder).
 
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  If you use VisCoder-3B or VisCode-200K in your research, please cite:
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  ```bibtex
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+ @article{ni2025viscoder,
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+ title={VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation},
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+ author={Ni, Yuansheng and Nie, Ping and Zou, Kai and Yue, Xiang and Chen, Wenhu},
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+ journal={arXiv preprint arXiv:2506.03930},
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+ year={2025}
 
 
 
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  }
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+ ```
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  For evaluation scripts and more information, see our [GitHub repository](https://github.com/TIGER-AI-Lab/VisCoder).