Persistent interaction patterns across social media platforms and over time

Card image cap

Growing concern surrounds the impact of social media platforms on public discourse1–4 and their influence on social dynamics5–9, especially in the context of toxicity10–12. Here, to better understand these phenomena, we use a comparative approach to isolate human behavioural patterns across multiple social media platforms. In particular, we analyse conversations in different online communities, focusing on identifying consistent patterns of toxic content. Drawing from an extensive dataset that spans eight platforms over 34 years—from Usenet to contemporary social media—our findings show consistent conversation patterns and user behaviour, irrespective of the platform, topic or time. Notably, although long conversations consistently exhibit higher toxicity, toxic language does not invariably discourage people from participating in a conversation, and toxicity does not necessarily escalate as discussions evolve. Our analysis suggests that debates and contrasting sentiments among users significantly contribute to more intense and hostile discussions. Moreover, the persistence of these patterns across three decades, despite changes in platforms and societal norms, underscores the pivotal role of human behaviour in shaping online discourse. Long conversations online consistently exhibit higher toxicity, yet toxic language does not invariably discourage people from participating in a conversation, and toxicity does not necessarily escalate as discussions evolve.

Related Keywords

South Korea , United States , Han , American , Francisci Morales , Facebook Community Standards , Conference On Online Social Networks , European Language Resources Association , Wh Network , Terms Of Service , How Does Youtube Enforce Its Community Guidelines , Twitter , Meeting Of The Association For Computational Linguistics , Reuters , Youtube , International World Wide Web Conferences Steering Committee , Association For Computational Linguistics , Association For Computing Machinery , Facebook , Association For The Advancement Of Artificial Intelligence , Social Netw , Media Soc , Wide Web Conference , Human Factors , Computing Systems , Computing Machinery , Science Conference , Language Resources , Evaluation Conference , Social Media , Artificial Intelligence , Knowledge Discovery , Data Mining , Web Conference , Sexism Identification , Social Informatics , Community Standards , Language Policy , Cyberbullying Policies , Speech Policy , Does Youtube Enforce Its Community , Twitter Rules , Data Soc , Enforcement Options , Content Policy , Hate Based , Privacy Policy , Abusive Language Online , Computational Linguistics , North American Chapter , Human Language Technologies , Annual Meeting , Second Workshop , Positive Impact , Online Social Networks ,

© 2024 Vimarsana

comparemela.com © 2020. All Rights Reserved.