Author

Cizhang Zhao

University of Wisconsin-Madison;ORCID 0009-0008-9640-2499Unclaimed ORCID profile · follow to get notified of new preprints

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Cizhang Zhao1 paper · University of Wisconsin–Madison

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Approach:benchmark study· 1 Approach:deep learning· 1 Assay:protein structure· 1 Research Focus:protein structure prediction· 1

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Gina El NesriD· 1 shared Hannah K Wayment-SteeleiD· 1 shared Yilin CheniD· 1 shared

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BiophysicsbioRxivPreprintNov 13, 2026

Learning the limits of protein structure models with NMR chemical shifts

Cizhang Zhao, Gina El Nesr, Yilin Chen, Hannah K Wayment-Steele

The paper evaluates protein foundation models using NMR chemical shifts to identify their limitations and introduces a model that predicts its own error.

DOI 10.64898/2026.11.12.766294

protein structuredeep learning

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