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dc.contributor.authorvon Grünigen, Dirk-
dc.contributor.authorGrubenmann, Ralf-
dc.contributor.authorBenites de Azevedo e Souza, Fernando-
dc.contributor.authorvon Däniken, Pius-
dc.contributor.authorCieliebak, Mark-
dc.date.accessioned2018-10-04T12:45:19Z-
dc.date.available2018-10-04T12:45:19Z-
dc.date.issued2018-
dc.identifier.urihttps://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdfde_CH
dc.identifier.urihttps://digitalcollection.zhaw.ch/handle/11475/11415-
dc.description.abstractIn this paper, we propose two different systems for classifying offensive language in micro-blog messages from twitter (”tweet”). The first system uses an ensemble of convolutional neural networks (CNN), whose outputs are then fed to a meta-classifier for the final prediction. The second system uses a combination of a CNN and a gated recurrent unit (GRU) together with a transfer-learning approach based on pretraining with a large, automatically translated dataset.de_CH
dc.language.isoende_CH
dc.publisherÖAW Austrian Academy of Sciencesde_CH
dc.rightsLicence according to publishing contractde_CH
dc.subjectHate Speechde_CH
dc.subjectShared taskde_CH
dc.subject.ddc006: Spezielle Computerverfahrende_CH
dc.titlespMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent unitsde_CH
dc.typeKonferenz: Paperde_CH
dcterms.typeTextde_CH
zhaw.departementSchool of Engineeringde_CH
zhaw.organisationalunitInstitut für Informatik (InIT)de_CH
zhaw.conference.details14th Conference on Natural Language Processing (KONVENS 2018), Vienna, Austria, 19-21 September 2018de_CH
zhaw.funding.euNode_CH
zhaw.originated.zhawYesde_CH
zhaw.pages.end137de_CH
zhaw.pages.start130de_CH
zhaw.publication.statuspublishedVersionde_CH
zhaw.publication.reviewPeer review (Publikation)de_CH
zhaw.title.proceedingsProceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018de_CH
zhaw.webfeedSoftware Systemsde_CH
zhaw.webfeedNatural Language Processingde_CH
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von Grünigen, D., Grubenmann, R., Benites de Azevedo e Souza, F., von Däniken, P., & Cieliebak, M. (2018). spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units [Conference paper]. Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018, 130–137. https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf
von Grünigen, D. et al. (2018) ‘spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units’, in Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018. ÖAW Austrian Academy of Sciences, pp. 130–137. Available at: https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf.
D. von Grünigen, R. Grubenmann, F. Benites de Azevedo e Souza, P. von Däniken, and M. Cieliebak, “spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units,” in Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018, 2018, pp. 130–137. [Online]. Available: https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf
VON GRÜNIGEN, Dirk, Ralf GRUBENMANN, Fernando BENITES DE AZEVEDO E SOUZA, Pius VON DÄNIKEN und Mark CIELIEBAK, 2018. spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units. In: Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018 [online]. Conference paper. ÖAW Austrian Academy of Sciences. 2018. S. 130–137. Verfügbar unter: https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf
von Grünigen, Dirk, Ralf Grubenmann, Fernando Benites de Azevedo e Souza, Pius von Däniken, and Mark Cieliebak. 2018. “spMMMP at GermEval 2018 Shared Task : Classification of Offensive Content in Tweets Using Convolutional Neural Networks and Gated Recurrent Units.” Conference paper. In Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018, 130–37. ÖAW Austrian Academy of Sciences. https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf.
von Grünigen, Dirk, et al. “spMMMP at GermEval 2018 Shared Task : Classification of Offensive Content in Tweets Using Convolutional Neural Networks and Gated Recurrent Units.” Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018, ÖAW Austrian Academy of Sciences, 2018, pp. 130–37, https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf.


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