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