GECToR fine-tunes pretrained transformer encoders (BERT, RoBERTa, XLNet) to perform grammatical error correction through sequence labeling rather than traditional rewrite-based methods. The approach applies transfer learning from large language models to the specialized NLP task of grammatical error correction, achieving state-of-the-art results on standard benchmarks like CoNNL-2014 and BEA-2019.