[Retracted] The Construction of Machine Translation Model and Its Application in English Grammar Error Detection

Table 3

Comparison results of accuracy rates.

Wrong type	Syntax error detection method based on deep learning	Syntax error detection method based on data augmentation and replication	Model without attention mechanism	Paper method
Articles	0.5032	0.4732	0.4512	0.5103
Prepositions	0.1679	0.1510	0.1423	0.1677
Noun	0.5268	0.4088	0.5112	0.5288
Verb	0.2595	0.2201	0.2498	0.2813
Subject-predicate agreement	0.2295	0.2401	0.2765	0.3122