Regionalized models for Spanish language variations based on Twitter.
Spanish is one of the most spoken languages in the world. Its proliferation comes with variations in written and spoken communication among different regions. Understanding language variations can help improve model performances on regional tasks, such as those involving figurative language and loca...
| Publicado en: | Language Resources & Evaluation Vol. 57; no. 4; pp. 1697 - 1728 |
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| Autores principales: | , , , , |
| Formato: | Artículo |
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Springer Nature
Dec2023
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| Materias: | |
| 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=173723394&site=ehost-live header: @attributes: shortDbName: hlh uiTerm: 173723394 longDbName: Humanities International Complete uiTag: AN controlInfo: bkinfo: jinfo: jid: 1574020X 179V jtl: Language Resources & Evaluation issn: 1574020X maglogo: N pubinfo: dt: Dec2023 vid: 57 iid: 4 pid: 237 pub: Springer Nature artinfo: ui: 173723394 10.1007/s10579-023-09640-9 ppf: 1697 ppct: 31 formats: fmt: – @attributes: type: T – @attributes: type: P size: 3.4MB tig: atl: Regionalized models for Spanish language variations based on Twitter. aug: au: Tellez, Eric S. Moctezuma, Daniela Miranda, Sabino Graff, Mario Ruiz, Guillermo affil: https://ror.org/059ex5q34 Conacyt, Consejo Nacional de Ciencia y Tecnología., Av. Insurgentes Sur 1582, Col. Crédito Constructor., 03940, CDMX, Mexico INFOTEC, Centro de Investigación e Innovación en Tecnologías de la Información y Comunicación, Circuito Tecnopolo Norte, No.112 Col. Tecnopolo Pocitos II, 20326, Aguascalientes, Aguascalientes, Mexico https://ror.org/04znhwb73 CICESE, Centro de Investigación Científica y de Educación Superior de Ensenada, Carr. Tijuana-Ensenada, No.3918, Zona Playitas, 22860, Ensenada, Baja California, Mexico CentroGEO, Centro de Investigación en Ciencias de Información Geoespacial., Circuito Tecnopolo Norte, No.107 Col. Tecnopolo Pocitos II, 20313, Aguascalientes, Aguascalientes, Mexico https://ror.org/059sp8j34 UPIITA-IPN, Instituto Politécnico Nacional, Av. Instituto Politécnico Nacional 2580 Col. Barrio la Laguna Ticomàn, Gustavo A. Madero, 07360, Mexico City, Mexico su: Variation in language Language models Spanish language Universal language Oral communication Microblogs sug: subj: Variation in language Language models Spanish language Universal language Oral communication Microblogs keyword: Linguistic resources Semantic space Spanish Twitter ab: Spanish is one of the most spoken languages in the world. Its proliferation comes with variations in written and spoken communication among different regions. Understanding language variations can help improve model performances on regional tasks, such as those involving figurative language and local context information. This manuscript presents and describes a set of regionalized resources for the Spanish language built on 4-year Twitter public messages geotagged in 26 Spanish-speaking countries. We introduce word embeddings based on FastText, language models based on BERT, and per-region sample corpora. We also provide a broad comparison among regions covering lexical and semantical similarities and examples of using regional resources on message classification tasks. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Language Resources & Evaluation is a copyright of Springer, 2023. All Rights Reserved. item: Language Resources & Evaluation holder: Springer Nature dt: @attributes: year: 2023 holdings: @attributes: islocal: N |
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