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README.md

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 ## Dataset Description
 
-The **Particle Physics Lagrangian Dataset** was created to train a BART model for generating Lagrangians from particle fields and their symmetries. This task supports research in field theories within particle physics.
+The **Particle Physics Lagrangian Dataset** was created to train a BART model for generating Lagrangians from particle fields and their symmetries. 
+This task supports research in field theories within particle physics. Check [arXiv:2501.09729](http://https://arxiv.org/abs/2501.09729) for more information about the model.
 
 ### Data Generation