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  We appreciate all feedback! Feel free to raise an issue for bugs, questions, or suggestions. Contacting [Yongchao Chen](https://yongchao98.github.io/YongchaoChen/) and [Chuchu Fan](https://chuchu.mit.edu) for any questions and discussion.
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  ## Citation
 
 
 
 
 
 
 
 
 
 
 
 
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  ```md
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  @article{chen2024steering,
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  title={Steering Large Language Models between Code Execution and Textual Reasoning},
 
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  We appreciate all feedback! Feel free to raise an issue for bugs, questions, or suggestions. Contacting [Yongchao Chen](https://yongchao98.github.io/YongchaoChen/) and [Chuchu Fan](https://chuchu.mit.edu) for any questions and discussion.
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  ## Citation
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+ ```md
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+ @misc{chen2025codesteersymbolicaugmentedlanguagemodels,
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+ title={CodeSteer: Symbolic-Augmented Language Models via Code/Text Guidance},
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+ author={Yongchao Chen and Yilun Hao and Yueying Liu and Yang Zhang and Chuchu Fan},
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+ year={2025},
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+ eprint={2502.04350},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2502.04350},
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+ }
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+ ```
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+
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  ```md
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  @article{chen2024steering,
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  title={Steering Large Language Models between Code Execution and Textual Reasoning},