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Grammatical Error Correction

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.|

Papers

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Showing 1–10 of 415 papers

TitleStatusHype
End-to-End Spoken Grammatical Error Correction—0
IMPARA-GED: Grammatical Error Detection is Boosting Reference-free Grammatical Error Quality Estimator—0
Scaling and Prompting for Improved End-to-End Spoken Grammatical Error Correction—0
gec-metrics: A Unified Library for Grammatical Error Correction EvaluationCode0
Exploring the Feasibility of Multilingual Grammatical Error Correction with a Single LLM up to 9B parameters: A Comparative Study of 17 ModelsCode0
Enriching the Korean Learner Corpus with Multi-reference Annotations and Rubric-Based Scoring—0
Deep Learning Model Deployment in Multiple Cloud Providers: an Exploratory Study Using Low Computing Power Environments—0
Enhancing Text Editing for Grammatical Error Correction: Arabic as a Case Study—0
Corrections Meet Explanations: A Unified Framework for Explainable Grammatical Error Correction—0
Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human?Code1
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All datasetsCoNLL-2014 Shared TaskBEA-2019 (test)Falko-MERLINJFLEGUA-GECCoNLL-2014 Shared Task (10 annotations)RestrictedUnrestricted_Restricted_EstGEC-L2FCGECMuCGEC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STG-Jointexact match34.1—Unverified