Table 10 Low-Frequency error type correction performance (Unit: %).

From: The usage of a transformer based and artificial intelligence driven multidimensional feedback system in english writing instruction

Error Type

Training Set Proportion

Detection Rate

Correction Success Rate

Double Negation Structure

0.7

62.4

54.3

Inverted Sentences

1.2

73.6

68.9

Advanced Subjunctive Mood

0.9

58.1

51.7

Culture-Specific Metaphors

0.5

34.2

29.4