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@@ -99,12 +99,12 @@ The model, code, and weights are provided under the AGPL-3.0 license.
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  If you use BART-Lagrangian in your work, please cite it as follows (placeholder citation):
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  ```bibtex
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- @misc{bartlagrangian,
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- title={Generating Particle Physics Lagrangians with Transformers},
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- author={...},
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- year={2024},
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- eprint={xxxx.xxxxx},
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- archivePrefix={arXiv},
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- primaryClass={cs.CL},
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- url={https://arxiv.org/abs/xxxx.xxxxx}
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  }
 
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  If you use BART-Lagrangian in your work, please cite it as follows (placeholder citation):
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  ```bibtex
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+ @misc{BARTLagrangian,
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+ title={Generating particle physics Lagrangians with transformers},
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+ author={Yong Sheng Koay and Rikard Enberg and Stefano Moretti and Eliel Camargo-Molina},
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+ year={2025},
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+ eprint={2501.09729},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2501.09729},
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  }