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@@ -38,11 +38,13 @@ Key steps in data preparation:
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  ## Citation
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  ```bibtex
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- @article{refahi2024scorpio,
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- title={Scorpio: Enhancing Embeddings to Improve Downstream Analysis of DNA sequences},
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- author={Refahi, Mohammadsaleh and Sokhansanj, Bahrad A and Mell, Joshua Chang and Brown, James and Yoo, Hyunwoo and Hearne, Gavin and Rosen, Gail},
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- journal={bioRxiv},
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- pages={2024--07},
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- year={2024},
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- publisher={Cold Spring Harbor Laboratory}
 
 
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  }
 
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  ## Citation
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  ```bibtex
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+ @article{refahi2025enhancing,
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+ title={Enhancing nucleotide sequence representations in genomic analysis with contrastive optimization},
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+ author={Refahi, Mohammadsaleh and Sokhansanj, Bahrad A and Mell, Joshua C and Brown, James R and Yoo, Hyunwoo and Hearne, Gavin and Rosen, Gail L},
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+ journal={Communications Biology},
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+ volume={8},
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+ number={1},
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+ pages={517},
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+ year={2025},
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+ publisher={Nature Publishing Group UK London}
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  }