Coordinating Narratives and the Capitol Riots on Parler
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Abstract (arXiv)
Coordinated disinformation campaigns are used to influence social media users, potentially leading to offline violence. In this study, we introduce a general methodology to uncover coordinated messaging through analysis of user parleys on Parler. The proposed method constructs a user-to-user coordination network graph induced by a user-to-text graph and a text-to-text similarity graph. The text-to-text graph is constructed based on the textual similarity of Parler posts. We study three influential groups of users in the 6 January 2020 Capitol riots and detect networks of coordinated user clusters that are all posting similar textual content in support of different disinformation narratives related to the U.S. 2020 elections.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). Builds on 11 of its 31 references that are in the map. First posted on arXiv 2 Sep 2021.
Builds on
11 of 31 references.
References · 11
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2017Billion-scale similarity search with GPUscited by 2,477
- 2018From Louvain to Leiden: guaranteeing well-connected communitiescited by 379
- 2018Disinformation Warfare: Understanding State-Sponsored Trolls on Twitter and Their Influence on the Webcited by 18
- 2020Coordinated Behavior on Social Media in 2019 UK General Electioncited by 15
- 2020On the Detection of Disinformation Campaign Activity with Network Analysiscited by 14
- 2020Unveiling Coordinated Groups Behind White Helmets Disinformationcited by 10
- 2021An Early Look at the Parler Online Social Networkcited by 8
- 2021Capitol (Pat)riots: A comparative study of Twitter and Parlercited by 6
- 2020A Complex Networks Approach to Find Latent Clusters of Terrorist Groupscited by 3
- 2021State-level Racially Motivated Hate Crimes Contrast Public Opinion on the #StopAsianHate and #StopAAPIHate Movementcited by 2
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Citing papers per year: 2021: 2; 2022: 4; 2023: 2; 2024: 1; 2025: 1.
10 papers.
- 2021The Spread of Propaganda by Coordinated Communities on Social Mediacited by 10
- 2023Temporal Dynamics of Coordinated Online Behavior: Stability, Archetypes, and Influencecited by 6
- 2024Detection and Characterization of Coordinated Online Behavior: A Surveycited by 6
- 2025Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operationscited by 6
- 2021Text is NOT Enough: Integrating Visual Impressions into Open-domain Dialogue Generationcited by 0
- 2022Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectorscited by 0
- 2022Reinforced MOOCs Concept Recommendation in Heterogeneous Information Networkscited by 0
- 2022Explanation-Guided Fairness Testing through Genetic Algorithmcited by 0
- 2022Using Graph Neural Networks for Program Terminationcited by 0
- 2023Tribe or Not? Critical Inspection of Group Differences Using TribalGramcited by 0
- 2025Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operations28 Oct 2025
- 2024Detection and Characterization of Coordinated Online Behavior: A Survey2 Aug 2024
- 2023Tribe or Not? Critical Inspection of Group Differences Using TribalGram16 Mar 2023
- 2023Temporal Dynamics of Coordinated Online Behavior: Stability, Archetypes, and Influence17 Jan 2023
- 2022Using Graph Neural Networks for Program Termination28 Jul 2022
- 2022Explanation-Guided Fairness Testing through Genetic Algorithm16 May 2022
- 2022Reinforced MOOCs Concept Recommendation in Heterogeneous Information Networks8 Mar 2022
- 2022Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectors6 Feb 2022
- 2021The Spread of Propaganda by Coordinated Communities on Social Media27 Sep 2021
- 2021Text is NOT Enough: Integrating Visual Impressions into Open-domain Dialogue Generation13 Sep 2021