Who leads? Who follows? Temporal dynamics of political dogwhistles in Swedish online communities

Max Boholm, Gregor Rettenegger, Ellen Breitholtz, Robin Cooper, Elina Lindgren, Björn Rönnerstrand, Asad Sayeed


Abstract
A dogwhistle is a communicative act intended to broadcast a message only understood by a select in-group while going unnoticed by others (out-group). We illustrate that political dogwhistle behavior in a more radical community precedes the occurrence of the dogwhistles in a less radical community, but the reverse does not hold. We study two Swedish online communities – Flashback and Familjeliv – which both contain discussions of life and society, with the former having a stronger anti-immigrant subtext. Expressions associated with dogwhistles are substantially more frequent in Flashback than in Familjeliv. We analyze the time series of changes in intensity of three dogwhistle expressions (DWEs), i.e., the strength of association of a DWE and its in-group meaning modeled by Swedish Sentence-BERT, and model the dynamic temporal relationship of intensity in the two communities for the three DWEs using Vector Autoregression (VAR). We show that changes in intensity in Familjeliv are explained by the changes of intensity observed at previous lags in Flashback but not the other way around. This suggests a direction of travel for dogwhistles associated with radical ideologies to less radical contexts.
Anthology ID:
2025.woah-1.34
Volume:
Proceedings of the The 9th Workshop on Online Abuse and Harms (WOAH)
Month:
August
Year:
2025
Address:
Vienna, Austria
Editors:
Agostina Calabrese, Christine de Kock, Debora Nozza, Flor Miriam Plaza-del-Arco, Zeerak Talat, Francielle Vargas
Venues:
WOAH | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
383–395
Language:
URL:
https://preview.aclanthology.org/landing_page/2025.woah-1.34/
DOI:
Bibkey:
Cite (ACL):
Max Boholm, Gregor Rettenegger, Ellen Breitholtz, Robin Cooper, Elina Lindgren, Björn Rönnerstrand, and Asad Sayeed. 2025. Who leads? Who follows? Temporal dynamics of political dogwhistles in Swedish online communities. In Proceedings of the The 9th Workshop on Online Abuse and Harms (WOAH), pages 383–395, Vienna, Austria. Association for Computational Linguistics.
Cite (Informal):
Who leads? Who follows? Temporal dynamics of political dogwhistles in Swedish online communities (Boholm et al., WOAH 2025)
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PDF:
https://preview.aclanthology.org/landing_page/2025.woah-1.34.pdf
Supplementarymaterial:
 2025.woah-1.34.SupplementaryMaterial.zip