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

Xiaofeng Zheng, Jian Zhang

Open source

DOI: 10.1038/s41598-025-05026-9
Published: 2025-06-02
Container: Scientific Reports
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-025-05026-9,
  title = {The usage of a transformer based and artificial intelligence driven multidimensional feedback system in english writing instruction},
  author = {Xiaofeng Zheng and Jian Zhang},
  year = {2025},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-025-05026-9},
  url = {https://doi.org/10.1038/s41598-025-05026-9}
}

RIS

TY  - JOUR
TI  - The usage of a transformer based and artificial intelligence driven multidimensional feedback system in english writing instruction
AU  - Xiaofeng Zheng
AU  - Jian Zhang
PY  - 2025
JO  - Scientific Reports
DO  - 10.1038/s41598-025-05026-9
UR  - https://doi.org/10.1038/s41598-025-05026-9
ER  -

APA

Zheng, X., & Zhang, J. (2025). The usage of a transformer based and artificial intelligence driven multidimensional feedback system in english writing instruction. Scientific Reports. https://doi.org/10.1038/s41598-025-05026-9

Source records

crossref · retrieved 2026-09-27T01:14:35.616Z