Elina Lindgren


2025

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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
Proceedings of the The 9th Workshop on Online Abuse and Harms (WOAH)

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.

2024

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Can political dogwhistles be predicted by distributional methods for analysis of lexical semantic change?
Max Boholm | Björn Rönnerstrand | Ellen Breitholtz | Robin Cooper | Elina Lindgren | Gregor Rettenegger | Asad Sayeed
Proceedings of the 5th Workshop on Computational Approaches to Historical Language Change

2022

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Distributional properties of political dogwhistle representations in Swedish BERT
Niclas Hertzberg | Robin Cooper | Elina Lindgren | Björn Rönnerstrand | Gregor Rettenegger | Ellen Breitholtz | Asad Sayeed
Proceedings of the Sixth Workshop on Online Abuse and Harms (WOAH)

“Dogwhistles” are expressions intended by the speaker have two messages: a socially-unacceptable “in-group” message understood by a subset of listeners, and a benign message intended for the out-group. We take the result of a word-replacement survey of the Swedish population intended to reveal how dogwhistles are understood, and we show that the difficulty of annotating dogwhistles is reflected in the separability in the space of a sentence-transformer Swedish BERT trained on general data.