An Ensemble Approach for Dutch Cross-Domain Hate Speech Detection

Over the past years, the amount of online hate speech has been growing steadily. Among multiple approaches to automatically detect hateful content online, ensemble learning is considered one of the best strategies, as shown by several studies on English and other languages. In this paper, we evaluate state-of-the-art approaches for Dutch hate speech detection both under in-domain and cross-domain hate speech detection conditions, and introduce a new ensemble approach with additional features for detecting hateful content in Dutch social media. The ensemble consists of the gradient boosting cla... Mehr ...

Verfasser: Markov, Ilia
Gevers, Ine
Daelemans, Walter
Dokumenttyp: contributionToPeriodical
Erscheinungsdatum: 2022
Verlag/Hrsg.: Springer Science and Business Media Deutschland GmbH
Schlagwörter: Hate speech / Dutch / Cross-domain / Ensemble / /dk/atira/pure/sustainabledevelopmentgoals/peace_justice_and_strong_institutions / name=SDG 16 - Peace / Justice and Strong Institutions
Sprache: Englisch
Permalink: https://search.fid-benelux.de/Record/base-27462964
Datenquelle: BASE; Originalkatalog
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Link(s) : https://research.vu.nl/en/publications/bdb80697-2249-4289-8466-c8522f440f97