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@@ -58,9 +58,13 @@ Please refer to our [Github Repo](https://github.com/SWE-Gym/SWE-Gym) for more d
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  ## 📚 Citation
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  ```bibtex
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- @misc{pan2024swegym,
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- title={Training Software Engineering Agents and Verifiers with {SWE-Gym}},
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- author={Pan, Jiayi and Wang, Xingyao and Neubig, Graham and Jaitly, Navdeep and Ji, Heng and Suhr, Alane and Zhang, Yizhe},
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  year={2024},
 
 
 
 
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  }
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  ```
 
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  ## 📚 Citation
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  ```bibtex
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+ @misc{pan2024trainingsoftwareengineeringagents,
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+ title={Training Software Engineering Agents and Verifiers with SWE-Gym},
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+ author={Jiayi Pan and Xingyao Wang and Graham Neubig and Navdeep Jaitly and Heng Ji and Alane Suhr and Yizhe Zhang},
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  year={2024},
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+ eprint={2412.21139},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.SE},
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+ url={https://arxiv.org/abs/2412.21139},
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  }
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  ```