Research and Implementation of English Grammar Check and Error Correction Based on Deep Learning

Table 8

ASS comprehensive inspection results.

	Accuracy rate (%)	Recall rate (%)	F1 value
Verb error detection	30.12	20.12	34.21%
Subject-verb consistency error detection	40.00	21.33	31.71%
Noun singular and plural error detection	45.51	28.77	35.50%
Article error detection	67.39	42.84	52.38
Preposition error detection	72.13	37.87	49.66%
Overall error detection	82.82	25.57	39.07%