mlsanityData to 7 Oct 2026

An Extended Sequence Tagging Vocabulary for Grammatical Error Correction

arXiv 2302.05913 ↗First posted 12 Feb 2023cs.CLcited by 6

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Abstract (arXiv)

We extend a current sequence-tagging approach to Grammatical Error Correction (GEC) by introducing specialised tags for spelling correction and morphological inflection using the SymSpell and LemmInflect algorithms. Our approach improves generalisation: the proposed new tagset allows a smaller number of tags to correct a larger range of errors. Our results show a performance improvement both overall and in the targeted error categories. We further show that ensembles trained with our new tagset outperform those trained with the baseline tagset on the public BEA benchmark.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 14 of its 34 references that are in the map. First posted on arXiv 12 Feb 2023.

Builds on

14 of 34 references.

References · 14

  1. 2014Adam: A Method for Stochastic Optimizationcited by 36,960
  2. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
  3. 2019XLNet: Generalized Autoregressive Pretraining for Language Understandingcited by 2,801
  4. 2020DeBERTa: Decoding-enhanced BERT with Disentangled Attentioncited by 2,157
  5. 2021DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharingcited by 1,219
  6. 2020Universal Dependencies v2: An Evergrowing Multilingual Treebank Collectioncited by 269
  7. 2020GECToR -- Grammatical Error Correction: Tag, Not Rewritecited by 177
  8. 2021A Simple Recipe for Multilingual Grammatical Error Correctioncited by 108
  9. 2019Encode, Tag, Realize: High-Precision Text Editingcited by 99
  10. 2019Parallel Iterative Edit Models for Local Sequence Transductioncited by 81
  11. 2018Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Taskcited by 56
  12. 2022Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correctioncited by 12
2 more
  1. 2022Type-Driven Multi-Turn Corrections for Grammatical Error Correctioncited by 9
  2. 2017Adapting Sequence Models for Sentence Correctioncited by 3

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 2; 2024: 1; 2025: 2; 2026: 1.

6 papers.

  1. 2023Advancements in Arabic Grammatical Error Detection and Correction: An Empirical Investigationcited by 22
  2. 2025Enhancing Text Editing for Grammatical Error Correction: Arabic as a Case Studycited by 9
  3. 2023Non-autoregressive Text Editing with Copy-aware Latent Alignmentscited by 8
  4. 2025Opportunities and Challenges of LLMs in Education: An NLP Perspectivecited by 6
  5. 2024Assessing the Efficacy of Grammar Error Correction: A Human Evaluation Approach in the Japanese Contextcited by 0
  6. 2026STAGEET: Stage-wise Typed Edit Tagging for Grammatical Error Correction with Arabic as a Case Studycited by 0