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@@ -16,6 +16,6 @@ ProCyon-Split is a multimodal foundation model for protein phenotypes, which com
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  In contrast to ProCyon-Full, this model is instruction-tuned using the training split of the [ProCyon-Instruct](https://huggingface.co/datasets/mims-harvard/ProCyon-Instruct) dataset to
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  enable rigorous model evaluation on held-out protein-phenotype pairs.
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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-Full](https://huggingface.co/mims-harvard/ProCyon-Full) and [ProCyon-Bind](https://huggingface.co/mims-harvard/ProCyon-Bind).
 
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  In contrast to ProCyon-Full, this model is instruction-tuned using the training split of the [ProCyon-Instruct](https://huggingface.co/datasets/mims-harvard/ProCyon-Instruct) dataset to
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  enable rigorous model evaluation on held-out protein-phenotype pairs.
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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-Full](https://huggingface.co/mims-harvard/ProCyon-Full) and [ProCyon-Bind](https://huggingface.co/mims-harvard/ProCyon-Bind).