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English text corrector by using deep neural networks in Pytorch

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Deep Text Corrector

Work in Progress

Introduction

This project aims to make a text corrector for English learners using deep neural net. This project is implemented in Pytorch

  • First trial: seq2seq w/ attention + nucle 2.3 dataset
  • Next..
    • more data, data augmentations, ...
    • tweeking nets like Bytenet or Transformer
    • beam search

Datasets

CoNLL-2013 Shared Task: Grammatical Error Correction Overview Paper Datasets Participant Papers

CoNLL-2014 Shared Task: Grammatical Error Correction Overview Paper [Datasets] Needs a license form.

References

https://github.com/atpaino/deep-text-corrector

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English text corrector by using deep neural networks in Pytorch

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