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@@ -16,6 +16,6 @@ ProCyon-Bind is a multimodal foundation model for protein phenotypes, which comb
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  This model is a further fine-tuned version of the [ProCyon-Full](https://huggingface.co/mims-harvard/ProCyon-Full) model, specifically fine-tuned for understanding interactions between proteins and peptides.
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  Fine-tuning was performed using 1097 examples of protein-peptide complexes curated from [PDBBind](http://www.pdbbind.org.cn/).
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- For more information on the model design, training, and validation, please see the [overview page](https://zitniklab.hms.harvard.edu/ProCyon/).
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  Additional versions of the model are available as [ProCyon-Split](https://huggingface.co/mims-harvard/ProCyon-Split) and [ProCyon-Full](https://huggingface.co/mims-harvard/ProCyon-Full).
 
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  This model is a further fine-tuned version of the [ProCyon-Full](https://huggingface.co/mims-harvard/ProCyon-Full) model, specifically fine-tuned for understanding interactions between proteins and peptides.
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  Fine-tuning was performed using 1097 examples of protein-peptide complexes curated from [PDBBind](http://www.pdbbind.org.cn/).
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+ For more information on the model design, training, and validation, please see the [overview page](https://zitniklab.hms.harvard.edu/ProCyon/) or the [paper](https://www.biorxiv.org/content/10.1101/2024.12.10.627665v1).
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  Additional versions of the model are available as [ProCyon-Split](https://huggingface.co/mims-harvard/ProCyon-Split) and [ProCyon-Full](https://huggingface.co/mims-harvard/ProCyon-Full).