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

Table 6

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	0.4742	0.4751	0.5012	0.5134
Prepositions	0.1590	0.1608	0.1658	0.1727
Noun	0.4533	0.4601	0.5288	0.5318
Verb	0.2201	0.2595	0.2032	0.3123
Subject-predicate agreement	0.1995	0.2732	0.33	0.3312