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Bloc Politics and Parliamentary Speeches in the Swedish Riksdag

Wising, Joakim ; Hellström, Johan ; Bäck, Hanna LU orcid and Carroll, Royce (2026) In Scandinavian Political Studies 49(2).
Abstract

How do political blocs form, consolidate, and dissolve? And can we trace these dynamics through the language of parliamentary debate? We address these questions by analyzing speeches in the Swedish Riksdag, using supervised machine learning to examine changes in rhetorical alignment among parties. Adapting classification methods developed for two-party systems to a multiparty context, we assess rhetorical alignment between and within Sweden's political blocs across nine legislative periods (1991–2023). The results closely match expectations: rhetorical cohesion between parties was strongest during the peak of formal alliances (2006–2014) and declined during subsequent periods of political realignment. These findings demonstrate that... (More)

How do political blocs form, consolidate, and dissolve? And can we trace these dynamics through the language of parliamentary debate? We address these questions by analyzing speeches in the Swedish Riksdag, using supervised machine learning to examine changes in rhetorical alignment among parties. Adapting classification methods developed for two-party systems to a multiparty context, we assess rhetorical alignment between and within Sweden's political blocs across nine legislative periods (1991–2023). The results closely match expectations: rhetorical cohesion between parties was strongest during the peak of formal alliances (2006–2014) and declined during subsequent periods of political realignment. These findings demonstrate that parliamentary rhetoric offers a valuable lens for tracking the rise and fall of political blocs. More broadly, the study shows how supervised machine-learning classification can capture long-term shifts in party-system structure within multiparty democracies.

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Please use this url to cite or link to this publication:
author
; ; and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
Bloc politics, machine learning classification, parliamentary debates, political polarization, Swedish politics
in
Scandinavian Political Studies
volume
49
issue
2
article number
e70045
publisher
Wiley-Blackwell
external identifiers
  • scopus:105039133590
ISSN
0080-6757
DOI
10.1111/1467-9477.70045
language
English
LU publication?
yes
id
9fb3bc67-2497-45c1-b356-41bf691084be
date added to LUP
2026-08-19 11:12:30
date last changed
2026-08-19 11:13:07
@article{9fb3bc67-2497-45c1-b356-41bf691084be,
  abstract     = {{<p>How do political blocs form, consolidate, and dissolve? And can we trace these dynamics through the language of parliamentary debate? We address these questions by analyzing speeches in the Swedish Riksdag, using supervised machine learning to examine changes in rhetorical alignment among parties. Adapting classification methods developed for two-party systems to a multiparty context, we assess rhetorical alignment between and within Sweden's political blocs across nine legislative periods (1991–2023). The results closely match expectations: rhetorical cohesion between parties was strongest during the peak of formal alliances (2006–2014) and declined during subsequent periods of political realignment. These findings demonstrate that parliamentary rhetoric offers a valuable lens for tracking the rise and fall of political blocs. More broadly, the study shows how supervised machine-learning classification can capture long-term shifts in party-system structure within multiparty democracies.</p>}},
  author       = {{Wising, Joakim and Hellström, Johan and Bäck, Hanna and Carroll, Royce}},
  issn         = {{0080-6757}},
  keywords     = {{Bloc politics; machine learning classification; parliamentary debates; political polarization; Swedish politics}},
  language     = {{eng}},
  number       = {{2}},
  publisher    = {{Wiley-Blackwell}},
  series       = {{Scandinavian Political Studies}},
  title        = {{Bloc Politics and Parliamentary Speeches in the Swedish Riksdag}},
  url          = {{http://dx.doi.org/10.1111/1467-9477.70045}},
  doi          = {{10.1111/1467-9477.70045}},
  volume       = {{49}},
  year         = {{2026}},
}