GRECO

GRECO: Gammaticality-scorer for re-ranking corrections

GRECO is a quality estimation model for grammatical error correction. The model is trained to detect which words are incorrect and whether a word or phrase needs to be inserted after certain words. You can then use the model to get the grammaticality score of a sentence.

Please check the official repository for more implementation details and updates.

The model was published in the following paper:

System Combination via Quality Estimation for Grammatical Error Correction (PDF | ACL Anthology) <br> Muhammad Reza Qorib and Hwee Tou Ng <br> The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Citation

If you find it useful for your work, please cite the paper:

@inproceedings{qorib-ng-2023-system,
    title = "System Combination via Quality Estimation for Grammatical Error Correction",
    author = "Qorib, Muhammad Reza  and
      Ng, Hwee Tou",
    editor = "Bouamor, Houda  and
      Pino, Juan  and
      Bali, Kalika",
    booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing",
    month = dec,
    year = "2023",
    address = "Singapore",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.emnlp-main.785",
    doi = "10.18653/v1/2023.emnlp-main.785",
    pages = "12746--12759",
}