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Linguistics-based formalization of the antibody language as a basis for antibody language models.

Authors :
Vu MH
Robert PA
Akbar R
Swiatczak B
Sandve GK
Haug DTT
Greiff V
Source :
Nature computational science [Nat Comput Sci] 2024 Jun; Vol. 4 (6), pp. 412-422. Date of Electronic Publication: 2024 Jun 14.
Publication Year :
2024

Abstract

Apparent parallels between natural language and antibody sequences have led to a surge in deep language models applied to antibody sequences for predicting cognate antigen recognition. However, a linguistic formal definition of antibody language does not exist, and insight into how antibody language models capture antibody-specific binding features remains largely uninterpretable. Here we describe how a linguistic formalization of the antibody language, by characterizing its tokens and grammar, could address current challenges in antibody language model rule mining.<br /> (© 2024. Springer Nature America, Inc.)

Details

Language :
English
ISSN :
2662-8457
Volume :
4
Issue :
6
Database :
MEDLINE
Journal :
Nature computational science
Publication Type :
Academic Journal
Accession number :
38877120
Full Text :
https://doi.org/10.1038/s43588-024-00642-3