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SotA/Natural Language Processing/Grammatical Error Correction

Grammatical Error Correction

21 benchmarks415 papers

Grammatical Error Correction (GEC) is the task of correcting different kinds of errors in text such as spelling, punctuation, grammatical, and word choice errors.

GEC is typically formulated as a sentence correction task. A GEC system takes a potentially erroneous sentence as input and is expected to transform it to its corrected version. See the example given below:

| Input (Erroneous) | Output (Corrected) | | ------------------------- | ---------------------- | |She see Tom is catched by policeman in park at last night. | She saw Tom caught by a policeman in the park last night.|

Benchmarks

Grammatical Error Correction on CoNLL-2014 Shared Task

F0.5PrecisionRecall

Grammatical Error Correction on BEA-2019 (test)

F0.5

Grammatical Error Correction on CoNLL-2014 A1

F0.5

Grammatical Error Correction on CoNLL-2014 A2

F0.5

Grammatical Error Correction on FCE

F0.5

Grammatical Error Correction on Falko-MERLIN

F0.5

Grammatical Error Correction on JFLEG

GLEUF0.5

Grammatical Error Correction on UA-GEC

F0.5

Grammatical Error Correction on CoNLL-2014 Shared Task (10 annotations)

F0.5

Grammatical Error Correction on Restricted

F0.5

Grammatical Error Correction on Unrestricted

F0.5GLEU

Grammatical Error Correction on _Restricted_

GLEU

Grammatical Error Correction on EstGEC-L2

F0.5

Grammatical Error Correction on FCGEC

exact matchF0.5

Grammatical Error Correction on MuCGEC

F0.5

Grammatical Error Correction on WI-LOCNESS

F0.5