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@@ -50,11 +50,12 @@ Pretrained on deduplicated peptide sequences from:
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  ## Citation
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  ```bibtex
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- @misc{helm-bert,
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  title={HELM-BERT: A Transformer for Medium-sized Peptide Property Prediction},
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- author={Seungeon Lee},
 
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  year={2025},
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- url={https://huggingface.co/Flansma/helm-bert}
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  }
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  ```
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  ## Citation
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  ```bibtex
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+ @article{lee2025helmbert,
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  title={HELM-BERT: A Transformer for Medium-sized Peptide Property Prediction},
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+ author={Seungeon Lee and Takuto Koyama and Itsuki Maeda and Shigeyuki Matsumoto and Yasushi Okuno},
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+ journal={arXiv preprint arXiv:2512.23175},
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  year={2025},
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+ url={https://arxiv.org/abs/2512.23175}
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  }
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  ```
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