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Improving the quality of chemical language model outcomes with atom-in-SMILES tokenization

Tokenization is an important preprocessing step in natural language processing that may have a significant influence on prediction quality. This research showed that the traditional SMILES tokenization has a certain limitation that results in tokens failing to reflect the true nature of molecules. T...

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Detalles Bibliográficos
Autores principales: Ucak, Umit V., Ashyrmamatov, Islambek, Lee, Juyong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10228139/
https://www.ncbi.nlm.nih.gov/pubmed/37248531
http://dx.doi.org/10.1186/s13321-023-00725-9