| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Peer review (Publikation) |
| Titel: | spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units |
| Autor/-in: | von Grünigen, Dirk Grubenmann, Ralf Benites de Azevedo e Souza, Fernando von Däniken, Pius Cieliebak, Mark |
| Tagungsband: | Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018 |
| Seite(n): | 130 |
| Seiten bis: | 137 |
| Angaben zur Konferenz: | 14th Conference on Natural Language Processing (KONVENS 2018), Vienna, Austria, 19-21 September 2018 |
| Erscheinungsdatum: | 2018 |
| Verlag / Hrsg. Institution: | ÖAW Austrian Academy of Sciences |
| Sprache: | Englisch |
| Schlagwörter: | Hate Speech; Shared task |
| Fachgebiet (DDC): | 006: Spezielle Computerverfahren |
| Zusammenfassung: | In 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. |
| URI: | https://www.oeaw.ac.at/fileadmin/subsites/academiaecorpora/PDF/GermEval2018_Proceedings.pdf https://digitalcollection.zhaw.ch/handle/11475/11415 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Informatik (InIT) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
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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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