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Attention matrices of antibody language models do not correspond to contacts

Attention matrices of antibody language models do not correspond to contacts

Created Jul 02, 2024Modified Apr 21, 2026

  • protein-language-models/antibodies

Summary

Attention matrices of antibody-specific protein language models do not correspond to contacts (1). This is in contrast to generic protein language models.

Details

This was determined by fine-tuning ESM2 on paired antibody sequences from OAS.

Figures

Ref (1)

1.
Burbach SM, Briney B. Improving antibody language models with native pairing. Patterns. 2024;5(5):100967. Available from: https://doi.org/10.1016/j.patter.2024.100967

Graph View

Backlinks

  • Attention matrices from antibody LMs can be used for paratope prediction
  • PLM attention matrices correspond to 3D contacts

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