mlsanityData to 7 Oct 2026

Czech Grammar Error Correction with a Large and Diverse Corpus

arXiv 2201.05590 ↗First posted 14 Jan 2022cs.CLcited by 17

Not on the map. Why?

Abstract (arXiv)

We introduce a large and diverse Czech corpus annotated for grammatical error correction (GEC) with the aim to contribute to the still scarce data resources in this domain for languages other than English. The Grammar Error Correction Corpus for Czech (GECCC) offers a variety of four domains, covering error distributions ranging from high error density essays written by non-native speakers, to website texts, where errors are expected to be much less common. We compare several Czech GEC systems, including several Transformer-based ones, setting a strong baseline to future research. Finally, we meta-evaluate common GEC metrics against human judgements on our data. We make the new Czech GEC corpus publicly available under the CC BY-SA 4.0 license at http://hdl.handle.net/11234/1-4639 .

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). Builds on 15 of its 60 references that are in the map. First posted on arXiv 14 Jan 2022.

Builds on

15 of 60 references.

References · 15

  1. 2017Attention Is All You Needcited by 59,932
  2. 2020Universal Dependencies v2: An Evergrowing Multilingual Treebank Collectioncited by 269
  3. 2020GECToR -- Grammatical Error Correction: Tag, Not Rewritecited by 177
  4. 2021A Simple Recipe for Multilingual Grammatical Error Correctioncited by 108
  5. 2017JFLEG: A Fluency Corpus and Benchmark for Grammatical Error Correctioncited by 96
  6. 2018RankME: Reliable Human Ratings for Natural Language Generationcited by 67
  7. 2019Corpora Generation for Grammatical Error Correctioncited by 53
  8. 2019Grammatical Error Correction in Low-Resource Scenarioscited by 28
  9. 2018Efficient Online Scalar Annotation with Bounded Supportcited by 27
  10. 2019A Neural Grammatical Error Correction System Built On Better Pre-training and Sequential Transfer Learningcited by 26
  11. 2020Data Weighted Training Strategies for Grammatical Error Correctioncited by 26
  12. 2021UA-GEC: Grammatical Error Correction and Fluency Corpus for the Ukrainian Languagecited by 19
3 more
  1. 2020Announcing CzEng 2.0 Parallel Corpus with over 2 Gigawordscited by 17
  2. 2020Grammatical Error Correction in Low Error Density Domains: A New Benchmark and Analysescited by 16
  3. 2021Understanding Model Robustness to User-generated Noisy Textscited by 8

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 4; 2023: 3; 2024: 6; 2025: 3; 2026: 1.

17 papers.

Sort:

By area:

  1. 2024Large Language Models for Education: A Survey and Outlookcited by 185
  2. 2022Grammatical Error Correction: A Survey of the State of the Artcited by 43
  3. 2022MuCGEC: a Multi-Reference Multi-Source Evaluation Dataset for Chinese Grammatical Error Correctioncited by 33
  4. 2022Towards standardizing Korean Grammatical Error Correction: Datasets and Annotationcited by 13
  5. 2024LLMs in Education: Novel Perspectives, Challenges, and Opportunitiescited by 7
  6. 2025Opportunities and Challenges of LLMs in Education: An NLP Perspectivecited by 6
  7. 2023CLEME: Debiasing Multi-reference Evaluation for Grammatical Error Correctioncited by 5
  8. 2024Survey of Natural Language Processing for Education: Taxonomy, Systematic Review, and Future Trendscited by 3
  9. 2024To Err Is Human, but Llamas Can Learn It Toocited by 3
  10. 2022Towards Lithuanian grammatical error correctioncited by 2
  11. 2023Evaluation of really good grammatical error correctioncited by 2
  12. 2023Beyond Hard Samples: Robust and Effective Grammatical Error Correction with Cycle Self-Augmentingcited by 2
5 more
  1. 2025Multilingual Grammatical Error Annotation: Combining Language-Agnostic Framework with Language-Specific Flexibilitycited by 2
  2. 2024GECTurk WEB: An Explainable Online Platform for Turkish Grammatical Error Detection and Correctioncited by 1
  3. 2024Zero-shot Cross-Lingual Transfer for Synthetic Data Generation in Grammatical Error Detectioncited by 0
  4. 2025Refining Czech GEC: Insights from a Multi-Experiment Approachcited by 0
  5. 2026ArabiGEE: A Hierarchical Taxonomy for Arabic Grammatical Error Explanationcited by 0