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Calculating Argument Diversity in Online Threads

Authors Cedric Waterschoot, Antal van den Bosch, Ernst van den Hemel

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Author Details

Cedric Waterschoot
  • KNAW Meertens Instituut, Amsterdam, The Netherlands
Antal van den Bosch
  • KNAW Meertens Instituut, Amsterdam, The Netherlands
Ernst van den Hemel
  • KNAW Humanities Cluster NL-Lab, Amsterdam, The Netherlands

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Cedric Waterschoot, Antal van den Bosch, and Ernst van den Hemel. Calculating Argument Diversity in Online Threads. In 3rd Conference on Language, Data and Knowledge (LDK 2021). Open Access Series in Informatics (OASIcs), Volume 93, pp. 39:1-39:9, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2021)
https://doi.org/10.4230/OASIcs.LDK.2021.39

Abstract

We propose a method for estimating argument diversity and interactivity in online discussion threads. Using a case study on the subject of Black Pete ("Zwarte Piet") in the Netherlands, the approach for automatic detection of echo chambers is presented. Dynamic thread scoring calculates the status of the discussion on the thread level, while individual messages receive a contribution score reflecting the extent to which the post contributed to the overall interactivity in the thread. We obtain platform-specific results. Gab hosts only echo chambers, while the majority of Reddit threads are balanced in terms of perspectives. Twitter threads cover the whole spectrum of interactivity. While the results based on the case study mirror previous research, this calculation is only the first step towards better understanding and automatic detection of echo effects in online discussions.

Subject Classification

ACM Subject Classification
  • Information systems → World Wide Web
  • Information systems → Sentiment analysis
  • Human-centered computing → Social media
Keywords
  • Social Media
  • Echo Chamber
  • Interactivity
  • Argumentation
  • Stance

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References

  1. Alan I. Abramowitz and Kyle L. Saunders. Is polarization a myth? Journal of Politics, 70(2):542-555, 2008. URL: https://doi.org/10.1017/S0022381608080493.
  2. Markus Balkenhol. Zwarte Piet, racisme en emoties. Waardenwerk, 62/63:36-46, 2015. Google Scholar
  3. Axel Bruns. Echo Chamber? What Echo Chamber? Reviewing the Evidence. Future of Journalism 2017, pages 1-11, 2017. URL: http://snurb.info/files/2017/Echo%20Chamber.pdf.
  4. Elanor Colleoni, Alessandro Rozza, and Adam Arvidsson. Echo Chamber or Public Sphere? Predicting Political Orientation and Measuring Political Homophily in Twitter Using Big Data. Journal of Communication, 64(2):317-332, 2014. URL: https://doi.org/10.1111/jcom.12084.
  5. Siying DU and Steve Gregory. The Echo Chamber Effect in Twitter: does community polarization increase? Studies in Computational Intelligence, 693:V-VII, 2017. Google Scholar
  6. Elizabeth Dubois and Grant Blank. The echo chamber is overstated: the moderating effect of political interest and diverse media. Information Communication and Society, 21(5):729-745, 2018. URL: https://doi.org/10.1080/1369118X.2018.1428656.
  7. Seth Flaxman, Sharad Goel, and Justin M. Rao. Filter bubbles, echo chambers, and online news consumption. Public Opinion Quarterly, 80(Special Issue 1):298-320, 2016. Google Scholar
  8. Kiran Garimella, Gianmarco De Francisci Morales, Aristides Gionis, and Michael Mathioudakis. Political discourse on social media: Echo chambers, gatekeepers, and the price of bipartisanship. WWW '18: Proceedings of the 2018 World Wide Web Conference, pages 913-–922, 2018. Google Scholar
  9. John Helsloot. Zwarte Piet and Cultural Aphasia in the Netherlands. Quotidian: journal for the study of everyday life, 3:1-20, 2012. Google Scholar
  10. John Helsloot. Contesting Ambiguity: The Black Peter Mask in Dutch Cultural Heritage, volume 5 of The Ritual Year, pages 124-132. Vytautas Magnus University, 2013. Reporting year: 2013. Google Scholar
  11. Kathleen Jamieson and Joseph Capella. Echo Chamber: Rush Limbaugh and the Conservative Media Establishment. Oxford University Press, 2008. Google Scholar
  12. Dilek Küçük and C. A.N. Fazli. Stance detection: A survey. ACM Computing Surveys, 53(1), 2020. URL: https://doi.org/10.1145/3369026.
  13. Florian Kunneman, Mattijs Lambooij, Albert Wong, Antal Van Den Bosch, and Liesbeth Mollema. Monitoring stance towards vaccination in twitter messages. BMC Medical Informatics and Decision Making, 20(1):1-14, 2020. URL: https://doi.org/10.1186/s12911-020-1046-y.
  14. Lucas Lima, Julio C.S. Reis, Philipe Melo, Fabricio Murai, Leandro Araujo, Pantelis Vikatos, and Fabricio Benevenuto. Inside the right-leaning echo chambers: Characterizing gab, an unmoderated social system. Proceedings of the 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2018, pages 515-522, 2018. Google Scholar
  15. Richard A. Mills. Pop-up political advocacy communities on reddit.com: SandersForPresident and The Donald. AI and Society, 33(1):39-54, 2018. URL: https://doi.org/10.1007/s00146-017-0712-9.
  16. Diana Mutz and Jeffrey Mondak. The workplace as a context for cross-cutting political discourse. The Handbook of Discourse Analysis, 68(1):398-415, 2006. URL: https://doi.org/10.1002/9780470753460.ch21.
  17. Eli Pariser. The Filter Bubble: What the Internet is hiding from you. Penguin Books Ltd, 2011. Google Scholar
  18. Heleen Schols. Keeping things gezellig: Negotiating Dutchness and racism in the struggle over ‘Black Pete'. PhD thesis, Amsterdam Institute for Social Science Research, 2020. Google Scholar
  19. Dominic Spohr. Fake news and ideological polarization: Filter bubbles and selective exposure on social media. Business Information Review, 34(3):150-160, 2017. Google Scholar
  20. Cass R. Sunstein and Adrian Vermeule. Symposium on conspiracy theories: Conspiracy theories: Causes and cures. Journal of Political Philosophy, 17(2):202-227, 2009. Google Scholar
  21. Hywel T.P. Williams, James R. McMurray, Tim Kurz, and F. Hugo Lambert. Network analysis reveals open forums and echo chambers in social media discussions of climate change. Global Environmental Change, 32:126-138, 2015. Google Scholar
  22. Hywel T.P. Williams, James R. McMurray, Tim Kurz, and F. Hugo Lambert. Network analysis reveals open forums and echo chambers in social media discussions of climate change. Global Environmental Change, 32:126-138, 2015. Google Scholar
  23. Savvas Zannettou, Barry Bradlyn, and Emiliano De Cristofaro. What is Gab ? A Bastion of Free Speech or an Alt-Right Echo Chamber ? WWW '18: Companion Proceedings of the The Web Conference, 2018. Google Scholar
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