Argumentation in political empowerment on Instagram

Aenne Knierim, Ulrich Heid


Abstract
This paper adopts a distant reading approach to analyze political empowerment on Instagram. We focus on argument mining and content classification to uncover cooccurences between aspects of political empowerment and argument components. We develop an annotation scheme based on literature in digital political empowerment, classifying content into five primary categories along the aspects of political awareness, personal e-identity and political participation. We implement the modified toulmin scheme for argument component detection. As an example discourse, we chose the German discourses #WirSindMehr and #NieWiederIstJetzt.The upheaval was targeted against right-wing extremism and antisemitism. Political awareness emerged as the dominant category, highlighting convergent public concern against antisemitism and right-wing extremism. Claims and backings often contain statements about societal change and aim to raise consciousness.Calls for participation in offline events appear mostly in non-argumentative texts.
Anthology ID:
2025.latechclfl-1.10
Volume:
Proceedings of the 9th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature (LaTeCH-CLfL 2025)
Month:
May
Year:
2025
Address:
Albuquerque, New Mexico
Editors:
Anna Kazantseva, Stan Szpakowicz, Stefania Degaetano-Ortlieb, Yuri Bizzoni, Janis Pagel
Venues:
LaTeCHCLfL | WS
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Publisher:
Association for Computational Linguistics
Note:
Pages:
97–108
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URL:
https://preview.aclanthology.org/landing_page/2025.latechclfl-1.10/
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Cite (ACL):
Aenne Knierim and Ulrich Heid. 2025. Argumentation in political empowerment on Instagram. In Proceedings of the 9th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature (LaTeCH-CLfL 2025), pages 97–108, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):
Argumentation in political empowerment on Instagram (Knierim & Heid, LaTeCHCLfL 2025)
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https://preview.aclanthology.org/landing_page/2025.latechclfl-1.10.pdf