Reason Against the Machine: Future Directions for Mass Online Deliberation
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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
- 2016Ex Machina: Personal Attacks Seen at Scalecited by 208
- 2017The Wisdom of Polarized Crowdscited by 9
- 2020A Longitudinal Analysis of YouTube's Promotion of Conspiracy Videoscited by 9
- 2019Effects of Moderation and Opinion Heterogeneity on Attitude towards the Online Deliberation Experiencecited by 3
- 2013An Online Environment for Democratic Deliberation: Motivations, Principles, and Designcited by 2
- 2013Online Deliberation Design: Choices, Criteria, and Evidencecited by 2
Built on by
Citing papers per year: 2023: 1; 2024: 8; 2025: 2; 2026: 1.
12 papers.
- 2023Do Differences in Values Influence Disagreements in Online Discussions?cited by 15
- 2024An Empirical Analysis of Diversity in Argument Summarizationcited by 9
- 2024Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learningcited by 7
- 2024Value Preferences Estimation and Disambiguation in Hybrid Participatory Systemscited by 7
- 2024A Hybrid Intelligence Method for Argument Miningcited by 6
- 2024Argument Quality Assessment in the Age of Instruction-Following Large Language Modelscited by 4
- 2025Bridging Voting and Deliberation with Algorithms: Field Insights from vTaiwan and Kultur Komiteecited by 3
- 2024Facilitating Opinion Diversity through Hybrid NLP Approachescited by 2
- 2024Supporting Online Discussions: Integrating AI Into the adhocracy+ Participation Platform To Enhance Deliberationcited by 1
- 2026Human/AI Collective Intelligence for Deliberative Democracy: A Human-Centred Design Approachcited by 1
- 2024CogNarr Ecosystem: Facilitating Group Cognition at Scalecited by 0
- 2025AI as a deliberative partner fosters intercultural empathy for Americans but fails for Latin American participantscited by 0
- 2026Human/AI Collective Intelligence for Deliberative Democracy: A Human-Centred Design Approach17 Mar 2026
- 2025AI as a deliberative partner fosters intercultural empathy for Americans but fails for Latin American participants4 Apr 2025
- 2025Bridging Voting and Deliberation with Algorithms: Field Insights from vTaiwan and Kultur Komitee7 Feb 2025
- 2024Supporting Online Discussions: Integrating AI Into the adhocracy+ Participation Platform To Enhance Deliberation12 Sep 2024
- 2024CogNarr Ecosystem: Facilitating Group Cognition at Scale11 Jul 2024
- 2024Facilitating Opinion Diversity through Hybrid NLP Approaches15 May 2024
- 2024Argument Quality Assessment in the Age of Instruction-Following Large Language Models24 Mar 2024
- 2024A Hybrid Intelligence Method for Argument Mining11 Mar 2024
- 2024Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems26 Feb 2024
- 2024An Empirical Analysis of Diversity in Argument Summarization2 Feb 2024
- 2024Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learning30 Jan 2024
- 2023Do Differences in Values Influence Disagreements in Online Discussions?24 Oct 2023