A study of Grammar Analysis in English Teaching With Deep Learning Algorithm

In English teaching, grammar is a very important part. Based on the seq2seq model, a grammar analysis method combining the attention mechanism, word embedding and CNN seq2seq was designed using the deep learning algorithm, then the algorithm training was completed on NUCLE, and it was tested on CoNI...

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Main Author: Gang Zhang
Format: Article
Language:English
Published: Kassel University Press 2020-09-01
Series:International Journal of Emerging Technologies in Learning (iJET)
Subjects:
Online Access:https://online-journals.org/index.php/i-jet/article/view/15425
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spelling doaj-ba3d8cd58eba46b288a853405f7bd6af2020-11-25T03:53:43ZengKassel University PressInternational Journal of Emerging Technologies in Learning (iJET)1863-03832020-09-011518203010.3991/ijet.v15i18.154256383A study of Grammar Analysis in English Teaching With Deep Learning AlgorithmGang Zhang0Henan Medical CollegeIn English teaching, grammar is a very important part. Based on the seq2seq model, a grammar analysis method combining the attention mechanism, word embedding and CNN seq2seq was designed using the deep learning algorithm, then the algorithm training was completed on NUCLE, and it was tested on CoNIL-2014. The experimental results showed that of seq2seq+attention improved 33.43% compared to the basic seq2seq; in the comparison between the method proposed in this study and CAMB, the P value of the former was 59.33% larger than that of CAMB, the R value was 8.9% larger, and the value of was 42.91% larger. Finally, in the analysis of the actual students' grammar homework, the proposed method also showed a good performance. The experimental results show that the method designed in this study is effective in grammar analysis and can be applied and popularized in actual English teaching.https://online-journals.org/index.php/i-jet/article/view/15425deep learning, english teaching, seq2seq attention mechanism, recall rate
collection DOAJ
language English
format Article
sources DOAJ
author Gang Zhang
spellingShingle Gang Zhang
A study of Grammar Analysis in English Teaching With Deep Learning Algorithm
International Journal of Emerging Technologies in Learning (iJET)
deep learning, english teaching, seq2seq attention mechanism, recall rate
author_facet Gang Zhang
author_sort Gang Zhang
title A study of Grammar Analysis in English Teaching With Deep Learning Algorithm
title_short A study of Grammar Analysis in English Teaching With Deep Learning Algorithm
title_full A study of Grammar Analysis in English Teaching With Deep Learning Algorithm
title_fullStr A study of Grammar Analysis in English Teaching With Deep Learning Algorithm
title_full_unstemmed A study of Grammar Analysis in English Teaching With Deep Learning Algorithm
title_sort study of grammar analysis in english teaching with deep learning algorithm
publisher Kassel University Press
series International Journal of Emerging Technologies in Learning (iJET)
issn 1863-0383
publishDate 2020-09-01
description In English teaching, grammar is a very important part. Based on the seq2seq model, a grammar analysis method combining the attention mechanism, word embedding and CNN seq2seq was designed using the deep learning algorithm, then the algorithm training was completed on NUCLE, and it was tested on CoNIL-2014. The experimental results showed that of seq2seq+attention improved 33.43% compared to the basic seq2seq; in the comparison between the method proposed in this study and CAMB, the P value of the former was 59.33% larger than that of CAMB, the R value was 8.9% larger, and the value of was 42.91% larger. Finally, in the analysis of the actual students' grammar homework, the proposed method also showed a good performance. The experimental results show that the method designed in this study is effective in grammar analysis and can be applied and popularized in actual English teaching.
topic deep learning, english teaching, seq2seq attention mechanism, recall rate
url https://online-journals.org/index.php/i-jet/article/view/15425
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