It does this by taking English text samples that are known to be mostly grammatically correct and randomly introducing a handful of small grammatical errors (e.g. removing articles) to each sentence ...

Model Training and Validation: I used a DeBERTaV3 pre-trained model, and stacked a CNN layer on top of it to classify the sentences as either grammatically correct or incorrect. The model was ...