Exploratory Analysis of Rinconada Bikol Language-Nabua Text Corpus.
Any text corpus is an essential aspect of a language in which study is carried out or continues since the corpus of that language can be used to perform functional language study. Hence, this study focused on the development of the Rinconada Bikol Language-Nabua (RBL-Nabua) text corpus. RBL-Nabua te...
| Publicado en: | Language Resources & Evaluation Vol. 59; no. 2; pp. 1613 - 1630 |
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| Autores principales: | , |
| Formato: | Artículo |
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Springer Nature
Jun2025
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=hlh&AN=185240068&site=ehost-live header: @attributes: shortDbName: hlh uiTerm: 185240068 longDbName: Humanities International Complete uiTag: AN controlInfo: bkinfo: jinfo: jid: 1574020X 179V jtl: Language Resources & Evaluation issn: 1574020X maglogo: N pubinfo: dt: Jun2025 vid: 59 iid: 2 pid: 237 pub: Springer Nature artinfo: ui: 185240068 10.1007/s10579-024-09782-4 ppf: 1613 ppct: 17 formats: fmt: – @attributes: type: T – @attributes: type: P size: 1.6MB tig: atl: Exploratory Analysis of Rinconada Bikol Language-Nabua Text Corpus. aug: au: Oñate, Joseph Jessie S. Pandes, Tiffany Lyn O. affil: College of Computer Studies, Camarines Sur Polytechnic Colleges, National Highway, 4434, Nabua, Camarines Sur, Philippines AI Research Center for Community Development, Camarines Sur Polytechnic Colleges, National Highway, 4434, Nabua, Camarines Sur, Philippines su: Natural language processing Machine learning Language & languages Language revival Corpora sug: subj: Natural language processing Machine learning Language & languages Language revival Corpora keyword: Communication and Culture Linguistics Information and Computing Sciences Artificial Intelligence and Image Processing Corpus linguistic Language Local language Low-resourced language Rinconada Bikol Language-Nabua ab: Any text corpus is an essential aspect of a language in which study is carried out or continues since the corpus of that language can be used to perform functional language study. Hence, this study focused on the development of the Rinconada Bikol Language-Nabua (RBL-Nabua) text corpus. RBL-Nabua texts were collected in social media, learning modules and other sources that will serve as the dataset. Corpus Linguistics tools and techniques were used to analyze and evaluate the developed RBL-Nabua corpus, such as tokenization, term frequency, parts-of-speech tagging, collocation, and visualization. This study managed to collect five thousand seven-hundred twenty (8754) RBL-Nabua words, and manually POS and Polarity tagged. A bag-of-words sentiment analyzer was also implemented by training five hundred RBL—Nabua sentences labeled with positive, negative, and neutral using different machine learning algorithms. Experimental result shows that it obtained an F1-Score of 57.83%, 52.08%, 39.98%, and 36.71% for Logistic Regression, Support Vector Machine, Decision Tree Classifier, and Gaussian Naive Bayes, respectively. This study could help develop natural language processing applications such as sentiment analysis, text classification, morphological analysis, language translation, and others in future studies. This study will also help in the preservation of the RBL-Nabua language as well as its affiliated culture. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Language Resources & Evaluation is a copyright of Springer, 2025. All Rights Reserved. item: Language Resources & Evaluation holder: Springer Nature dt: @attributes: year: 2025 holdings: @attributes: islocal: N |
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