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readme: update bib entry and links - GENA in NAR

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  1. README.md +14 -12
README.md CHANGED
@@ -22,7 +22,7 @@ Pre-training was performed for 3,325,000 iterations with batch size 256 and sequ
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  Source code and data: https://github.com/AIRI-Institute/GENA_LM
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- Paper: https://www.biorxiv.org/content/10.1101/2023.06.12.544594
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  ## Examples
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@@ -68,21 +68,23 @@ model = cls.from_pretrained('AIRI-Institute/gena-lm-bert-base-yeast', num_labels
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  ```
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  ## Evaluation
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- For evaluation results, see our paper: https://www.biorxiv.org/content/10.1101/2023.06.12.544594
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  ## Citation
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  ```bibtex
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  @article{GENA_LM,
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- author = {Veniamin Fishman and Yuri Kuratov and Maxim Petrov and Aleksei Shmelev and Denis Shepelin and Nikolay Chekanov and Olga Kardymon and Mikhail Burtsev},
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- title = {GENA-LM: A Family of Open-Source Foundational DNA Language Models for Long Sequences},
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- elocation-id = {2023.06.12.544594},
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- year = {2023},
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- doi = {10.1101/2023.06.12.544594},
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- publisher = {Cold Spring Harbor Laboratory},
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- URL = {https://www.biorxiv.org/content/early/2023/11/01/2023.06.12.544594},
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- eprint = {https://www.biorxiv.org/content/early/2023/11/01/2023.06.12.544594.full.pdf},
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- journal = {bioRxiv}
 
 
 
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  }
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-
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  ```
 
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  Source code and data: https://github.com/AIRI-Institute/GENA_LM
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+ Paper: https://academic.oup.com/nar/article/53/2/gkae1310/7954523
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  ## Examples
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  ```
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  ## Evaluation
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+ For evaluation results, see our paper: https://academic.oup.com/nar/article/53/2/gkae1310/7954523
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  ## Citation
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  ```bibtex
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  @article{GENA_LM,
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+ author = {Fishman, Veniamin and Kuratov, Yuri and Shmelev, Aleksei and Petrov, Maxim and Penzar, Dmitry and Shepelin, Denis and Chekanov, Nikolay and Kardymon, Olga and Burtsev, Mikhail},
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+ title = {GENA-LM: a family of open-source foundational DNA language models for long sequences},
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+ journal = {Nucleic Acids Research},
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+ volume = {53},
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+ number = {2},
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+ pages = {gkae1310},
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+ year = {2025},
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+ month = {01},
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+ issn = {0305-1048},
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+ doi = {10.1093/nar/gkae1310},
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+ url = {https://doi.org/10.1093/nar/gkae1310},
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+ eprint = {https://academic.oup.com/nar/article-pdf/53/2/gkae1310/61443229/gkae1310.pdf},
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  }
 
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  ```