spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units

von Grünigen, Dirk; Grubenmann, Ralf; Benites de Azevedo e Souza, Fernando; von Däniken, Pius; Cieliebak, Mark

Publication type:	Conference paper
Type of review:	Peer review (publication)
Title:	spMMMP at GermEval 2018 shared task : classification of offensive content in tweets using convolutional neural networks and gated recurrent units
Authors:	von Grünigen, Dirk Grubenmann, Ralf Benites de Azevedo e Souza, Fernando von Däniken, Pius Cieliebak, Mark
Proceedings:	Proceedings of the GermEval 2018 Workshop : 14th Conference on Natural Language Processing - KONVENS 2018
Page(s):	130
Pages to:	137
Conference details:	14th Conference on Natural Language Processing (KONVENS 2018), Vienna, Austria, 19-21 September 2018
Issue Date:	2018
Publisher / Ed. Institution:	ÖAW Austrian Academy of Sciences
Language:	English
Subjects:	Hate Speech; Shared task
Subject (DDC):	006: Special computer methods
Abstract:	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
Fulltext version:	Published version
License (according to publishing contract):	Licence according to publishing contract
Departement:	School of Engineering
Organisational Unit:	Institute of Computer Science (InIT)
Appears in collections:	Publikationen School of Engineering

Files in This Item:

There are no files associated with this item.

Show full item record

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.