Design and Application of English Grammar Error Correction System Based on Deep Learning

Author:

Hongli Chen1ORCID

Affiliation:

1. School of International Business and Management, Shanghai Sipo Polytechnic, Shanghai 201300, China

Abstract

In order to solve the problems of low correction accuracy and long correction time in the traditional English grammar error correction system, an English grammar error correction system based on deep learning is designed in this paper. This method analyzes the business requirements and functions of the English grammar error correction system and then designs the overall architecture of the system according to the analysis results, including English grammar error correction module, service access module, and feedback filtering module. The multilayer feedforward neural network is used to construct the language model to judge whether the language sequence is a normal sentence, so as to complete the correction of English grammatical errors. The experimental results show that the designed system has high accuracy and fast speed in correcting English grammatical errors.

Publisher

Hindawi Limited

Subject

Computer Networks and Communications,Information Systems

Reference15 articles.

1. Comparison of the Evaluation Metrics for Neural Grammatical Error Correction With Overcorrection

2. Chinese Grammatical Error Correction Based on Convolutional Sequence to Sequence Model

3. A Two-Stage Model for Chinese Grammatical Error Correction

4. Automatic correction of syntax errors in ESL articles based on LSTM and n-gram;Y. Tan;Chinese Journal of information,2018

5. Chinese grammar error correction method based on data expansion and replication;Q. Wang;Journal of Intelligent Systems,2020

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