mlsanityData to 7 Oct 2026

Bots increase exposure to negative and inflammatory content in online social systems

arXiv 1802.07292 ↗First posted 20 Feb 2018physics.soc-ph cs.CY cs.HCcited by 26

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Abstract (arXiv)

Societies are complex systems which tend to polarize into sub-groups of individuals with dramatically opposite perspectives. This phenomenon is reflected -- and often amplified -- in online social networks where, however, humans are no more the only players, and co-exist alongside with social bots, i.e., software-controlled accounts. Analyzing large-scale social data collected during the Catalan referendum for independence on October 1, 2017, consisting of nearly 4 millions Twitter posts generated by almost 1 million users, we identify the two polarized groups of Independentists and Constitutionalists and quantify the structural and emotional roles played by social bots. We show that bots act from peripheral areas of the social system to target influential humans of both groups, bombarding Independentists with violent contents, increasing their exposure to negative and inflammatory narratives and exacerbating social conflict online. Our findings stress the importance of developing countermeasures to unmask these forms of automated social manipulation.

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Feb 2018.

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Citing papers per year: 2021: 5; 2022: 4; 2023: 4; 2024: 5; 2025: 3; 2026: 5.

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  1. 2024Y Social: an LLM-powered Social Media Digital Twincited by 43
  2. 2021Machine learning dismantling and early-warning signals of disintegration in complex systemscited by 14
  3. 2023Simplistic Collection and Labeling Practices Limit the Utility of Benchmark Datasets for Twitter Bot Detectioncited by 13
  4. 2026The Moltbook Illusion: Separating Human Influence from Emergent Behavior in AI Agent Societiescited by 9
  5. 2022Exposing Influence Campaigns in the Age of LLMs: A Behavioral-Based AI Approach to Detecting State-Sponsored Trollscited by 8
  6. 2023Demystifying Misconceptions in Social Bots Researchcited by 7
  7. 2021Studying Fake News Spreading, Polarisation Dynamics, and Manipulation by Bots: a Tale of Networks and Languagecited by 6
  8. 2021Cognitive network science for understanding online social cognitions: A brief reviewcited by 5
  9. 2025AI Agent Behavioral Sciencecited by 5
  10. 2024IOHunter: Graph Foundation Model to Uncover Online Information Operationscited by 4
  11. 2021Identification of Twitter Bots Based on an Explainable Machine Learning Framework: The US 2020 Elections Case Studycited by 3
  12. 2022Writing about COVID-19 vaccines: Emotional profiling unravels how mainstream and alternative press framed AstraZeneca, Pfizer and vaccination campaignscited by 3
14 more
  1. 2022IMCI: Integrate Multi-view Contextual Information for Fact Extraction and Verificationcited by 3
  2. 2022MulBot: Unsupervised Bot Detection Based on Multivariate Time Seriescited by 3
  3. 2026LLMs can persuade only psychologically susceptible humans on societal issues, via trust in AI and emotional appeals, amid logical fallaciescited by 3
  4. 2021Cognitive networks identify the content of English and Italian popular posts about COVID-19 vaccines: Anticipation, logistics, conspiracy and loss of trustcited by 2
  5. 2023For Women, Life, Freedom: A Participatory AI-Based Social Web Analysis of a Watershed Moment in Iran's Gender Strugglescited by 1
  6. 2024Enhancing Data Quality through Simple De-duplication: Navigating Responsible Computational Social Science Researchcited by 1
  7. 2026Evaluating the Realism of LLM-powered Social Agents: A Case Study of Reactions to Spanish Online Newscited by 1
  8. 2023Discriminatory or Samaritan -- which AI is needed for humanity? An Evolutionary Game Theory Analysis of Hybrid Human-AI populationscited by 0
  9. 2024Large Language Models Reveal Information Operation Goals, Tactics, and Narrative Framescited by 0
  10. 2024Evaluating the Propensity of Generative AI for Producing Harmful Disinformation During the 2024 US Election Cyclecited by 0
  11. 2025What is a Social Media Bot? A Global Comparison of Bot and Human Characteristicscited by 0
  12. 2025Public Discourse Sandbox: Facilitating Human and AI Digital Communication Researchcited by 0
  13. 2026Beyond Content: Behavioral Policies Reveal Actors in Information Operationscited by 0
  14. 2026Manufactured Divisiveness: Decomposing the Hostile Content of Seven Social Media Influence Operationscited by 0