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Beyond the Transformer: A Novel Polynomial Inherent Attention (PIA) Model and Its Great Impact on Neural Machine Translation

This paper describes a novel polynomial inherent attention (PIA) model that outperforms all state-of-the-art transformer models on neural machine translation (NMT) by a wide margin. PIA is based on the simple idea that natural language sentences can be transformed into a special type of binary atten...

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Detalles Bibliográficos
Autores principales: ELAffendi, Mohammed, Alrajhi, Khawlah
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519290/
https://www.ncbi.nlm.nih.gov/pubmed/36188704
http://dx.doi.org/10.1155/2022/1912750