Author

Dhanya Sridhar

Canadian Institute for Advanced Research

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Organism:human· 1 Assay:protein sequence· 1 Approach:statistical model· 1

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CHRISTOPHER JAMES LANGMEADiD· 1 shared Quentin FournieriD· 1 shared Robert McCoy VernoniD· 1 shared Shawn WhitfieldiD· 1 shared Tom MartyiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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1 shared paperBioinformatics

CHRISTOPHER JAMES LANGMEADORCID

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1 paper

Recent·Most cited

High-resolution dissection of concept acquisition in different families of protein language models

Shawn Whitfield, Tom Marty, Robert McCoy Vernon, CHRISTOPHER JAMES LANGMEAD, Dhanya Sridhar, Quentin Fournier

This study analyzes how biological concepts are encoded in protein language models across their layers and finds that complexity increases with depth, with pretraining data and compute having a greater impact than parameter scaling.

bioRxiv · Jul 23, 2026 · PreprintBioinformatics