Language Modeling Materializes a World Model of Protein Biology

Salvatore Candido, Thomas Hayes, Alexander Derry, Roshan Rao, Zeming Lin, Robert Verkuil, Bryan Z. Wu, Jin Sub Lee, Elise S. Bruguera, Jehan A. Keval, Mykhailo Kopylov, John E. Pak, Wesley Wu, Neil Thomas, Samson Mataraso, Alvin Hsu, Ashton C. Trotman-Grant, Kilian Fatras, Allan dos Santos Costa, Rohil Badkundri, Halil Akın, Deniz Oktay, Jonathan Deaton, Elizabeth Montabana, Hrishita Sitwala, Yue Yu, Marius Wiggert, Dylan Alexander Carlin, Anthony W. Goering, Tomasz Blazejewski, McCullen Sandora, Michael Hla, Tina Z. Jia, Leon H. Kloker, Nicholas J. Sofroniew, Masatoshi Uehara, Jassi Pannu, Sharrol Bachas, Daniel S. Liu, Tom Sercu, Alexander Rives

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DOI: 10.64898/2026.06.03.729735
Published: 2026-06-04
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Cite this work

BibTeX

@article{allodium:10.64898/2026.06.03.729735,
  title = {Language Modeling Materializes a World Model of Protein Biology},
  author = {Salvatore Candido and Thomas Hayes and Alexander Derry and Roshan Rao and Zeming Lin and Robert Verkuil and Bryan Z. Wu and Jin Sub Lee and Elise S. Bruguera and Jehan A. Keval and Mykhailo Kopylov and John E. Pak and Wesley Wu and Neil Thomas and Samson Mataraso and Alvin Hsu and Ashton C. Trotman-Grant and Kilian Fatras and Allan dos Santos Costa and Rohil Badkundri and Halil Akın and Deniz Oktay and Jonathan Deaton and Elizabeth Montabana and Hrishita Sitwala and Yue Yu and Marius Wiggert and Dylan Alexander Carlin and Anthony W. Goering and Tomasz Blazejewski and McCullen Sandora and Michael Hla and Tina Z. Jia and Leon H. Kloker and Nicholas J. Sofroniew and Masatoshi Uehara and Jassi Pannu and Sharrol Bachas and Daniel S. Liu and Tom Sercu and Alexander Rives},
  year = {2026},
  doi = {10.64898/2026.06.03.729735},
  url = {https://doi.org/10.64898/2026.06.03.729735}
}

RIS

TY  - JOUR
TI  - Language Modeling Materializes a World Model of Protein Biology
AU  - Salvatore Candido
AU  - Thomas Hayes
AU  - Alexander Derry
AU  - Roshan Rao
AU  - Zeming Lin
AU  - Robert Verkuil
AU  - Bryan Z. Wu
AU  - Jin Sub Lee
AU  - Elise S. Bruguera
AU  - Jehan A. Keval
AU  - Mykhailo Kopylov
AU  - John E. Pak
AU  - Wesley Wu
AU  - Neil Thomas
AU  - Samson Mataraso
AU  - Alvin Hsu
AU  - Ashton C. Trotman-Grant
AU  - Kilian Fatras
AU  - Allan dos Santos Costa
AU  - Rohil Badkundri
AU  - Halil Akın
AU  - Deniz Oktay
AU  - Jonathan Deaton
AU  - Elizabeth Montabana
AU  - Hrishita Sitwala
AU  - Yue Yu
AU  - Marius Wiggert
AU  - Dylan Alexander Carlin
AU  - Anthony W. Goering
AU  - Tomasz Blazejewski
AU  - McCullen Sandora
AU  - Michael Hla
AU  - Tina Z. Jia
AU  - Leon H. Kloker
AU  - Nicholas J. Sofroniew
AU  - Masatoshi Uehara
AU  - Jassi Pannu
AU  - Sharrol Bachas
AU  - Daniel S. Liu
AU  - Tom Sercu
AU  - Alexander Rives
PY  - 2026
DO  - 10.64898/2026.06.03.729735
UR  - https://doi.org/10.64898/2026.06.03.729735
ER  -

APA

Candido, S., Hayes, T., Derry, A., Rao, R., Lin, Z., Verkuil, R., Wu, B. Z., Lee, J. S., Bruguera, E. S., Keval, J. A., Kopylov, M., Pak, J. E., Wu, W., Thomas, N., Mataraso, S., Hsu, A., Trotman-Grant, A. C., Fatras, K., Costa, A. D. S., Badkundri, R., Akın, H., Oktay, D., Deaton, J., Montabana, E., Sitwala, H., Yu, Y., Wiggert, M., Carlin, D. A., Goering, A. W., Blazejewski, T., Sandora, M., Hla, M., Jia, T. Z., Kloker, L. H., Sofroniew, N. J., Uehara, M., Pannu, J., Bachas, S., Liu, D. S., Sercu, T., & Rives, A. (2026). Language Modeling Materializes a World Model of Protein Biology. https://doi.org/10.64898/2026.06.03.729735

Source records

crossref · retrieved 2026-09-26T04:57:48.340Z