arXiv Open Access 2022

Czech Grammar Error Correction with a Large and Diverse Corpus

Jakub Náplava Milan Straka Jana Straková Alexandr Rosen

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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 .

Topik & Kata Kunci

cs.CL

Penulis (4)

Jakub Náplava

Milan Straka

Jana Straková

Alexandr Rosen

Format Sitasi

APA MLA BibTeX

Náplava, J., Straka, M., Straková, J., Rosen, A. (2022). Czech Grammar Error Correction with a Large and Diverse Corpus. https://arxiv.org/abs/2201.05590

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Informasi Jurnal

Tahun Terbit: 2022
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓