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BTSD: A curated transformation of sentence dataset for text classification in Bangla language

The Bangla Transformation of Sentence Classification dataset addresses the resource gap in natural language processing (NLP) for the Bangla language by providing a curated resource for Bangla sentence classification. With 3,793 annotated sentences, the dataset focuses on categorizing Bangla sentence...

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Detalles Bibliográficos
Autores principales: Das, Rajesh Kumar, Islam, Mirajul, Khushbu, Sharun Akter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10415831/
https://www.ncbi.nlm.nih.gov/pubmed/37577411
http://dx.doi.org/10.1016/j.dib.2023.109445
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author Das, Rajesh Kumar
Islam, Mirajul
Khushbu, Sharun Akter
author_facet Das, Rajesh Kumar
Islam, Mirajul
Khushbu, Sharun Akter
author_sort Das, Rajesh Kumar
collection PubMed
description The Bangla Transformation of Sentence Classification dataset addresses the resource gap in natural language processing (NLP) for the Bangla language by providing a curated resource for Bangla sentence classification. With 3,793 annotated sentences, the dataset focuses on categorizing Bangla sentences into Simple, Complex, and Compound classes. It serves as a benchmark for evaluating NLP models on Bangla sentence classification, promoting linguistic diversity and inclusive language models. Collected from publicly accessible Facebook pages, the dataset ensures balanced representation across the categories. Preprocessing steps, including anonymization and duplicate removal, were applied. Three native Bangla speakers independently assessed the Transformation of Sentence labels, enhancing the dataset's reliability. The dataset empowers researchers, practitioners, and developers to build accurate and robust NLP models tailored to the Bangla language. It offers insights into Bangla syntax and structure, benefiting linguistic research. The dataset can be used to train models, uncover patterns in Bangla language usage, and develop effective NLP applications across domains.
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spelling pubmed-104158312023-08-12 BTSD: A curated transformation of sentence dataset for text classification in Bangla language Das, Rajesh Kumar Islam, Mirajul Khushbu, Sharun Akter Data Brief Data Article The Bangla Transformation of Sentence Classification dataset addresses the resource gap in natural language processing (NLP) for the Bangla language by providing a curated resource for Bangla sentence classification. With 3,793 annotated sentences, the dataset focuses on categorizing Bangla sentences into Simple, Complex, and Compound classes. It serves as a benchmark for evaluating NLP models on Bangla sentence classification, promoting linguistic diversity and inclusive language models. Collected from publicly accessible Facebook pages, the dataset ensures balanced representation across the categories. Preprocessing steps, including anonymization and duplicate removal, were applied. Three native Bangla speakers independently assessed the Transformation of Sentence labels, enhancing the dataset's reliability. The dataset empowers researchers, practitioners, and developers to build accurate and robust NLP models tailored to the Bangla language. It offers insights into Bangla syntax and structure, benefiting linguistic research. The dataset can be used to train models, uncover patterns in Bangla language usage, and develop effective NLP applications across domains. Elsevier 2023-07-24 /pmc/articles/PMC10415831/ /pubmed/37577411 http://dx.doi.org/10.1016/j.dib.2023.109445 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Data Article
Das, Rajesh Kumar
Islam, Mirajul
Khushbu, Sharun Akter
BTSD: A curated transformation of sentence dataset for text classification in Bangla language
title BTSD: A curated transformation of sentence dataset for text classification in Bangla language
title_full BTSD: A curated transformation of sentence dataset for text classification in Bangla language
title_fullStr BTSD: A curated transformation of sentence dataset for text classification in Bangla language
title_full_unstemmed BTSD: A curated transformation of sentence dataset for text classification in Bangla language
title_short BTSD: A curated transformation of sentence dataset for text classification in Bangla language
title_sort btsd: a curated transformation of sentence dataset for text classification in bangla language
topic Data Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10415831/
https://www.ncbi.nlm.nih.gov/pubmed/37577411
http://dx.doi.org/10.1016/j.dib.2023.109445
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