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@@ -10,15 +10,19 @@ The codes for pretraining and finetuning on downstream tasks are shared on [GitH
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  If you find this useful in your research, please consider citing:
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  ```
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  @article{gupta_matscibert_2022,
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- title = {{{MatSciBERT}}: {{A}} Materials Domain Language Model for Text Mining and Information Extraction},
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- author = {Gupta, Tanishq and Zaki, Mohd and Krishnan, N. M. Anoop and {Mausam}},
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- year = {2022},
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- month = may,
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- journal = {npj Computational Materials},
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- volume = {8},
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- number = {1},
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- pages = {102},
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- issn = {2057-3960},
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- doi = {10.1038/s41524-022-00784-w}
 
 
 
 
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  }
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  ```
 
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  If you find this useful in your research, please consider citing:
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  ```
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  @article{gupta_matscibert_2022,
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+ title = "{MatSciBERT}: A Materials Domain Language Model for Text Mining and Information Extraction",
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+ author = "Gupta, Tanishq and
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+ Zaki, Mohd and
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+ Krishnan, N. M. Anoop and
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+ Mausam",
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+ year = "2022",
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+ month = may,
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+ journal = "npj Computational Materials",
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+ volume = "8",
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+ number = "1",
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+ pages = "102",
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+ issn = "2057-3960",
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+ url = "https://www.nature.com/articles/s41524-022-00784-w",
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+ doi = "10.1038/s41524-022-00784-w"
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  }
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  ```