Fake News Detection via English-to-Spanish Translation: Is It Really Useful?

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dc.contributor.authorRuíz, Sebastián
dc.contributor.authorProvidel, Eliana
dc.contributor.authorMendoza, Marcelo
dc.date.accessioned2022-11-30T02:46:54Z
dc.date.available2022-11-30T02:46:54Z
dc.date.issued2021
dc.description.abstractSocial networks are used every day to report daily events, although the information published in them many times correspond to fake news. Detecting these fake news has become a research topic that can be approached using deep learning. However, most of the current research on the topic is available only for the English language. When working on fake news detection in other languages, such as Spanish, one of the barriers is the low quantity of labeled datasets available in Spanish. Hence, we explore if it is convenient to translate an English dataset to Spanish using Statistical Machine Translation. We use the translated dataset to evaluate the accuracy of several deep learning architectures and compare the results from the translated dataset and the original dataset in fake news classification. Our results suggest that the approach is feasible, although it requires high-quality translation techniques, such as those found in the translation’s neural-based models.en_ES
dc.facultadFacultad de Ingenieríaen_ES
dc.file.nameRuiz_Fak2021.pdf
dc.identifier.citationRuíz, S., Providel, E., Mendoza, M. (2021). Fake News Detection via English-to-Spanish Translation: Is It Really Useful?. In: Meiselwitz, G. (eds) Social Computing and Social Media: Experience Design and Social Network Analysis . HCII 2021. Lecture Notes in Computer Science(), vol 12774. Springer, Cham. https://doi.org/10.1007/978-3-030-77626-8_9en_ES
dc.identifier.doihttps://doi.org/10.1007/978-3-030-77626-8_9
dc.identifier.urihttp://repositoriobibliotecas.uv.cl/handle/uvscl/7525
dc.languageen
dc.publisherSpringer
dc.sourceSocial Computing and Social Media: Experience Design and Social Network Analysis
dc.subjectFAKE NEWSen_ES
dc.subjectENGLISH-TO-SPANISH TRANSLATIONen_ES
dc.subjectSTATISTICAL MACHINE TRANSLATIONen_ES
dc.subjectDEEP LEARNINGen_ES
dc.subjectTWITTERen_ES
dc.titleFake News Detection via English-to-Spanish Translation: Is It Really Useful?
dc.typeArticulo
uv.departamentoEscuela de Ingenieria Civil Informatica
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