The right kind of explanation: Validity in automated hate speech detection

Laugwitz, Laura

[collection article]

dc.contributor.author	Laugwitz, Laura	de
dc.contributor.editor	Strippel, Christian	de
dc.contributor.editor	Paasch-Colberg, Sünje	de
dc.contributor.editor	Emmer, Martin	de
dc.contributor.editor	Trebbe, Joachim	de
dc.date.accessioned	2023-04-21T13:28:03Z
dc.date.available	2023-04-21T13:28:03Z
dc.date.issued	2023	de
dc.identifier.isbn	978-3-945681-12-1	de
dc.identifier.issn	2198-7610	de
dc.identifier.uri	https://www.ssoar.info/ssoar/handle/document/86426
dc.description.abstract	To quickly identify hate speech online, communication research offers a useful tool in the form of automatic content analysis. However, the combined methods of standardized manual content analysis and supervised text classification demand different quality criteria. This chapter shows that a more substantial examination of validity is necessary since models often learn on spurious correlations or biases, and researchers run the risk of drawing wrong inferences. To investigate the overlap of theoretical concepts with technological operationalization, explainability methods are evaluated to explain what a model has learned. These methods proved to be of limited use in testing the validity of a model when the generated explanations aim at sense-making rather than faithfulness to the model. The chapter ends with recommendations for further interdisciplinary development of automatic content analysis.	de
dc.language	en	de
dc.relation.ispartof	86272
dc.subject.ddc	Publizistische Medien, Journalismus,Verlagswesen	de
dc.subject.ddc	News media, journalism, publishing	en
dc.subject.other	hate speech; machine learning	de
dc.title	The right kind of explanation: Validity in automated hate speech detection	de
dc.description.review	begutachtet (peer reviewed)	de
dc.description.review	peer reviewed	en
dc.source.collection	Challenges and perspectives of hate speech research	de
dc.source.volume	12	de
dc.publisher.country	DEU	de
dc.publisher.city	Berlin	de
dc.source.series	Digital Communication Research
dc.subject.classoz	Allgemeines, spezielle Theorien und Schulen, Methoden, Entwicklung und Geschichte der Kommunikationswissenschaften	de
dc.subject.classoz	Basic Research, General Concepts and History of the Science of Communication	en
dc.subject.thesoz	Automatisierung	de
dc.subject.thesoz	automation	en
dc.subject.thesoz	Inhaltsanalyse	de
dc.subject.thesoz	content analysis	en
dc.subject.thesoz	Klassifikation	de
dc.subject.thesoz	classification	en
dc.subject.thesoz	Validität	de
dc.subject.thesoz	validity	en
dc.subject.thesoz	Validierung	de
dc.subject.thesoz	validation	en
dc.rights.licence	Creative Commons - Namensnennung 4.0	de
dc.rights.licence	Creative Commons - Attribution 4.0	en
internal.status	formal und inhaltlich fertig erschlossen	de
internal.identifier.thesoz	10037519
internal.identifier.thesoz	10035488
internal.identifier.thesoz	10048972
internal.identifier.thesoz	10049626
internal.identifier.thesoz	10060987
dc.type.stock	incollection	de
dc.type.document	Sammelwerksbeitrag	de
dc.type.document	collection article	en
dc.source.pageinfo	383-402	de
internal.identifier.classoz	10801
internal.identifier.document	25
internal.identifier.ddc	070
dc.identifier.doi	https://doi.org/10.48541/dcr.v12.23	de
dc.description.pubstatus	Erstveröffentlichung	de
dc.description.pubstatus	Primary Publication	en
internal.identifier.licence	16
internal.identifier.pubstatus	5
internal.identifier.review	1
internal.identifier.series	900
dc.subject.classhort	10800	de
dc.subject.classhort	50200	de
internal.pdf.valid	false
internal.pdf.wellformed	true
internal.pdf.encrypted	false
ssoar.urn.registration	false	de

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Allgemeines, spezielle Theorien und "Schulen", Methoden, Entwicklung und Geschichte der Kommunikationswissenschaften
Basic Research, General Concepts and History of the Science of Communication

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