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@@ -11,7 +11,7 @@ This model was created based on [westlake-repl/SaProt_650M_AF2](https://huggingf
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  ### Model Sources
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  <!-- Provide the basic links for the model. -->
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  - **Repository:** https://github.com/sagawatatsuya/PLTNUM
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- - **Paper:**
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  - **Demo:** https://huggingface.co/spaces/sagawa/PLTNUM
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  ## Uses
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  ```
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  ## Citation
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  <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 
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  ### Model Sources
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  <!-- Provide the basic links for the model. -->
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  - **Repository:** https://github.com/sagawatatsuya/PLTNUM
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+ - **Paper:** [Prediction of Protein Half-lives from Amino Acid Sequences by Protein Language Models](https://www.biorxiv.org/content/10.1101/2024.09.10.612367v1)
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  - **Demo:** https://huggingface.co/spaces/sagawa/PLTNUM
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  ## Uses
 
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  ```
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  ## Citation
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+ Prediction of Protein Half-lives from Amino Acid Sequences by Protein Language Models
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+ Tatsuya Sagawa, Eisuke Kanao, Kosuke Ogata, Koshi Imami, Yasushi Ishihama
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+ bioRxiv 2024.09.10.612367; doi: https://doi.org/10.1101/2024.09.10.612367
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  <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->