mlsanityData to 7 Oct 2026

Reason Against the Machine: Future Directions for Mass Online Deliberation

arXiv 2107.12711 ↗First posted 27 Jul 2021cs.AI cs.CYcited by 12

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Abstract (arXiv)

Designers of online deliberative platforms aim to counter the degrading quality of online debates. Support technologies such as machine learning and natural language processing open avenues for widening the circle of people involved in deliberation, moving from small groups to "crowd" scale. Numerous design features of large-scale online discussion systems allow larger numbers of people to discuss shared problems, enhance critical thinking, and formulate solutions. We review the transdisciplinary literature on the design of digital mass deliberation platforms and examine the commonly featured design aspects (e.g., argumentation support, automated facilitation, and gamification) that attempt to facilitate scaling up. We find that the literature is largely focused on developing technical fixes for scaling up deliberation, but may neglect the more nuanced requirements of high quality deliberation. Current design research is carried out with a small, atypical segment of the world's population, and much research is still needed on how to facilitate and accommodate different genders or cultures in deliberation, how to deal with the implications of pre-existing social inequalities, how to build motivation and self-efficacy in certain groups, and how to deal with differences in cognitive abilities and cultural or linguistic differences. Few studies bridge disciplines between deliberative theory, design and engineering. As a result, scaling up deliberation will likely advance in separate systemic siloes. We make design and process recommendations to correct this course and suggest avenues for future research

Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 6 of its 154 references that are in the map. First posted on arXiv 27 Jul 2021.

Builds on

6 of 154 references.

References · 6

  1. 2016Ex Machina: Personal Attacks Seen at Scalecited by 208
  2. 2017The Wisdom of Polarized Crowdscited by 9
  3. 2020A Longitudinal Analysis of YouTube's Promotion of Conspiracy Videoscited by 9
  4. 2019Effects of Moderation and Opinion Heterogeneity on Attitude towards the Online Deliberation Experiencecited by 3
  5. 2013An Online Environment for Democratic Deliberation: Motivations, Principles, and Designcited by 2
  6. 2013Online Deliberation Design: Choices, Criteria, and Evidencecited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 1; 2024: 8; 2025: 2; 2026: 1.

12 papers.