Supporting Online Discussions: Integrating AI Into the adhocracy+ Participation Platform To Enhance Deliberation
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Abstract (arXiv)
Online spaces provide individuals with the opportunity to engage in discussions on important topics and make collective decisions, regardless of their geographic location or time zone. However, without adequate support and careful design, such discussions often suffer from a lack of structure and civility in the exchange of opinions. Artificial intelligence (AI) offers a promising avenue for helping both participants and organizers in managing large-scale online participation processes. This paper introduces an extension of adhocracy+, a large-scale open-source participation platform. Our extension features two AI-supported debate modules designed to improve discussion quality and foster participant interaction. In a large-scale user study we examined the effects and usability of both modules. We report our findings in this paper. The extended platform is available at https://github.com/mabehrendt/discuss2.0.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 10 of its 25 references that are in the map. First posted on arXiv 12 Sep 2024.
Builds on
10 of 25 references.
References · 10
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2020AdapterHub: A Framework for Adapting Transformerscited by 441
- 2020German's Next Language Modelcited by 144
- 2020X-Stance: A Multilingual Multi-Target Dataset for Stance Detectioncited by 42
- 2024The Power of LLM-Generated Synthetic Data for Stance Detection in Online Political Discussionscited by 16
- 2021Citizen Participation and Machine Learning for a Better Democracycited by 14
- 2021Reason Against the Machine: Future Directions for Mass Online Deliberationcited by 12
- 2024Help Me Reflect: Leveraging Self-Reflection Interface Nudges to Enhance Deliberativeness on Online Deliberation Platformscited by 9
- 2024AQuA -- Combining Experts' and Non-Experts' Views To Assess Deliberation Quality in Online Discussions Using LLMscited by 5
- 2021Evaluating the application of NLP tools in mainstream participatory budgeting processes in Scotlandcited by 3
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Citing papers per year: 2026: 1.
1 paper.
- 2026AI Should Facilitate Democratic Deliberation at Scalecited by 0
- 2026AI Should Facilitate Democratic Deliberation at Scale17 Sep 2026