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

Table 4

Comparison results of F1 values.

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	0.3910	0.3357	0.3745	0.4041
Prepositions	0.0852	0.0730	0.1005	0.1062
Noun	0.3401	0.3458	0.3849	0.4131
Verb	0.1985	0.2250	0.2451	0.2757
Subject-predicate agreement	0.1749	0.2450	0.2695	0.3067