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@@ -32,14 +32,12 @@ predicted_class = id2label[logits.argmax().item()]
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  ## Citation Information
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  ```bibtex
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- @misc{https://doi.org/10.48550/arxiv.2303.12188,
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- doi = {10.48550/ARXIV.2303.12188},
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- url = {https://arxiv.org/abs/2303.12188},
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- author = {Korolev, Vadim and Protsenko, Pavel},
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- keywords = {Materials Science (cond-mat.mtrl-sci), Computational Physics (physics.comp-ph), FOS: Physical sciences, FOS: Physical sciences},
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- title = {Toward Accurate Interpretable Predictions of Materials Properties within Transformer Language Models},
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- publisher = {arXiv},
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- year = {2023},
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- copyright = {arXiv.org perpetual, non-exclusive license}
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  }
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  ```
 
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  ## Citation Information
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  ```bibtex
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+ @misc{korolev2023accurate,
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+ title={Toward Accurate Interpretable Predictions of Materials Properties within Transformer Language Models},
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+ author={Vadim Korolev and Pavel Protsenko},
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+ year={2023},
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+ eprint={2303.12188},
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+ archivePrefix={arXiv},
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+ primaryClass={cond-mat.mtrl-sci}
 
 
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  }
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  ```