gramcorrector

Introduction

A simple recipe for building a grammatical error correction (GEC) system .

Tasks

• SGED (Sentence-Level Grammatical Error Detection)
• TGED (Token-Level Grammatical Error Detection)
• SEC (Spell Error Correction)
• GEC (Grammatical Error Correction)

Corpus

Models

• SGED
  • CNN
  • BiLSTM
  • BiLSTM+attn
  • BERT+FFN
• TGED
  • BiLSTM+CRF
  • BERT+softmax
  • BERT+CRF
• SEC
  • BERT+softmax
  • SoftmaskedBert+softmax
  • BERT+CRF
• GEC
  • Seq2seq
    • BiLSTM+attn
    • Transformer
    • Transformer+copy
    • BART
  • Edit
    • Gector
    • TtT

Requirements

• Python3
• Pytorch
• Transformers
• Fairseq

Experiments

• SGED
• TGED
• SEC
• GEC

Results

• SGED
• TGED
• SEC
• GEC

References

Connection

Peiyuan Gong (公培元）, from Beijing Institute of Technology （北京理工大学）
Email: [email protected]
Wechat: gongpeiyuan1