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add citation block

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@@ -118,17 +118,19 @@ Pretrained using https://github.com/lamalab-org/MatText
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  ## Citation
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- To be published
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- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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-
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- **BibTeX:**
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- [More Information Needed]
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- **APA:**
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- [More Information Needed]
 
 
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  ## Model Card Authors
 
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  ## Citation
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+ If you use MatText in your work, please cite
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+ ```
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+ @misc{alampara2024mattextlanguagemodelsneed,
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+ title={MatText: Do Language Models Need More than Text & Scale for Materials Modeling?},
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+ author={Nawaf Alampara and Santiago Miret and Kevin Maik Jablonka},
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+ year={2024},
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+ eprint={2406.17295},
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+ archivePrefix={arXiv},
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+ primaryClass={cond-mat.mtrl-sci}
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+ url={https://arxiv.org/abs/2406.17295},
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+ }
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+ ```
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  ## Model Card Authors