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@@ -85,11 +85,15 @@ Please consult the repository for details on third-party model dependencies.
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  If you use CLSS, please cite:
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  ```bibtex
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- @article{Yanai2025CLSS,
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- title = {Contrastive learning unites sequence and structure in a global representation of protein space},
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- author = {Yanai, Guy and Axel, Gabriel and Longo, Liam M. and Ben-Tal, Nir and Kolodny, Rachel},
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- journal = {bioRxiv},
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- year = {2025},
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- doi = {10.1101/2025.09.05.674454},
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- url = {https://doi.org/10.1101/2025.09.05.674454}
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- }
 
 
 
 
 
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  If you use CLSS, please cite:
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  ```bibtex
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+ @article{Yanai2026CLSS,
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+ title={Contrastive learning unites sequence and structure in a global representation of protein space},
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+ author={Yanai, Guy and Axel, Gabriel and Longo, Liam M. and Ben-Tal, Nir and Kolodny, Rachel},
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+ journal={Proceedings of the National Academy of Sciences},
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+ volume={123},
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+ number={32},
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+ pages={e2532702123},
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+ year={2026},
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+ doi={10.1073/pnas.2532702123},
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+ url={https://www.pnas.org/doi/10.1073/pnas.2532702123}
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+ }
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+ ```