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Linguistics-based formalization of the antibody language as a basis for antibody language models.
- 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.)
- Subjects :
- Humans
Linguistics
Antibodies immunology
Subjects
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