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「児童・生徒作文コーパス」に対する節境界ラベル付与

To evaluate the development of children’s writing ability, it is necessary not only to examine quantitative indices such as the dependency distance, but also to inquiry the types of structures they use. We conducted clause boundary labeling using Support Vector Machine (SVM) on a corpus of Japanese...

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Autores principales: Imada, Mizuho, Tagawa, Takumi, Moon, Chang-Yun, Nasu, Akio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8424459/
https://www.ncbi.nlm.nih.gov/pubmed/34540204
http://dx.doi.org/10.12688/f1000research.40669.1
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author Imada, Mizuho
Tagawa, Takumi
Moon, Chang-Yun
Nasu, Akio
author_facet Imada, Mizuho
Tagawa, Takumi
Moon, Chang-Yun
Nasu, Akio
author_sort Imada, Mizuho
collection PubMed
description To evaluate the development of children’s writing ability, it is necessary not only to examine quantitative indices such as the dependency distance, but also to inquiry the types of structures they use. We conducted clause boundary labeling using Support Vector Machine (SVM) on a corpus of Japanese students' compositions to investigate the change in the tendency of clause use with the progression of school age. The analysis of clause label frequency per sentence exhibited an increase in attributive clauses, nominal clauses, quotation clauses, and continuous clauses, and a decrease in parallel clauses, conditional clauses, reason clauses, time clauses, indirect interrogative clauses, and main clauses. The analysis of dependency distance demonstrated that most of the clauses that increased had short dependency distances, while most of the clauses that decreased had long dependency distances, and that the frequency of clauses with small dependency distances increased relatively with increasing school age. In addition, there was a shift in clause selection among functionally similar clauses, such as from “-te” to continuous forms, from “-tara” to “-ba”, and from “-kedo” and “-keredo” to “-ga”. These results suggest a change in the children’s lexical and grammatical choices, from coordinate to subordinate structures, and from spoken to written vocabulary.
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spelling pubmed-84244592021-09-16 「児童・生徒作文コーパス」に対する節境界ラベル付与 Imada, Mizuho Tagawa, Takumi Moon, Chang-Yun Nasu, Akio F1000Res Research Article To evaluate the development of children’s writing ability, it is necessary not only to examine quantitative indices such as the dependency distance, but also to inquiry the types of structures they use. We conducted clause boundary labeling using Support Vector Machine (SVM) on a corpus of Japanese students' compositions to investigate the change in the tendency of clause use with the progression of school age. The analysis of clause label frequency per sentence exhibited an increase in attributive clauses, nominal clauses, quotation clauses, and continuous clauses, and a decrease in parallel clauses, conditional clauses, reason clauses, time clauses, indirect interrogative clauses, and main clauses. The analysis of dependency distance demonstrated that most of the clauses that increased had short dependency distances, while most of the clauses that decreased had long dependency distances, and that the frequency of clauses with small dependency distances increased relatively with increasing school age. In addition, there was a shift in clause selection among functionally similar clauses, such as from “-te” to continuous forms, from “-tara” to “-ba”, and from “-kedo” and “-keredo” to “-ga”. These results suggest a change in the children’s lexical and grammatical choices, from coordinate to subordinate structures, and from spoken to written vocabulary. F1000 Research Limited 2021-07-14 /pmc/articles/PMC8424459/ /pubmed/34540204 http://dx.doi.org/10.12688/f1000research.40669.1 Text en Copyright: © 2021 Imada M et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Imada, Mizuho
Tagawa, Takumi
Moon, Chang-Yun
Nasu, Akio
「児童・生徒作文コーパス」に対する節境界ラベル付与
title 「児童・生徒作文コーパス」に対する節境界ラベル付与
title_full 「児童・生徒作文コーパス」に対する節境界ラベル付与
title_fullStr 「児童・生徒作文コーパス」に対する節境界ラベル付与
title_full_unstemmed 「児童・生徒作文コーパス」に対する節境界ラベル付与
title_short 「児童・生徒作文コーパス」に対する節境界ラベル付与
title_sort 「児童・生徒作文コーパス」に対する節境界ラベル付与
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8424459/
https://www.ncbi.nlm.nih.gov/pubmed/34540204
http://dx.doi.org/10.12688/f1000research.40669.1
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