The usage of a transformer based and artificial intelligence driven multidimensional feedback system in english writing instruction

Abstract The need for personalized and real-time feedback in English writing instruction is increasing rapidly. Traditional systems, which depend on rule-based engines and shallow machine learning models, struggle to meet this demand. They often fall short in addressing key aspects such as grammar c...

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Bibliographic Details
Main Authors: Xiaofeng Zheng, Jian Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-05026-9
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