'Generative CI' through Collective Response Systems
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Abstract (arXiv)
How can many people (who may disagree) come together to answer a question or make a decision? "Collective response systems" are a type of generative collective intelligence (CI) facilitation process meant to address this challenge. They enable a form of "generative voting", where both the votes, and the choices of what to vote on, are provided by the group. Such systems overcome the traditional limitations of polling, town halls, standard voting, referendums, etc. The generative CI outputs of collective response systems can also be chained together into iterative "collective dialogues", analogously to some kinds of generative AI. Technical advances across domains including recommender systems, language models, and human-computer interaction have led to the development of innovative and scalable collective response systems. For example, Polis has been used around the world to support policy-making at different levels of government, and Remesh has been used by the UN to understand the challenges and needs of ordinary people across war-torn countries. This paper aims to develop a shared language by defining the structure, processes, properties, and principles of such systems. Collective response systems allow non-confrontational exploration of divisive issues, help identify common ground, and elicit insights from those closest to the issues. As a result, they can help overcome gridlock around conflict and governance challenges, increase trust, and develop mandates. Continued progress toward their development and adoption could help revitalize democracies, reimagine corporate governance, transform conflict, and govern powerful AI systems -- both as a complement to deeper deliberative democratic processes and as an option where deeper processes are not applicable or possible.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 4 of its 22 references that are in the map. First posted on arXiv 1 Feb 2023.
Builds on
4 of 22 references.
References · 4
- 2020Language Models are Few-Shot Learnerscited by 32,199
- 2022Fine-tuning language models to find agreement among humans with diverse preferencescited by 189
- 2022PromptChainer: Chaining Large Language Model Prompts through Visual Programmingcited by 134
- 2022Birdwatch: Crowd Wisdom and Bridging Algorithms can Inform Understanding and Reduce the Spread of Misinformationcited by 21
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Citing papers per year: 2023: 3; 2024: 2; 2025: 4; 2026: 4.
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- 2023Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewardscited by 232
- 2024Visibility into AI Agentscited by 77
- 2025Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Datasetcited by 32
- 2023Democratising AI: Multiple Meanings, Goals, and Methodscited by 29
- 2025Generative Social Choice: The Next Generationcited by 10
- 2024AI and the Future of Digital Public Squarescited by 6
- 2025Representative Ranking for Deliberation in the Public Spherecited by 2
- 2025Question the Questions: Auditing Representation in Online Deliberative Processescited by 2
- 2023A Democratic Platform for Engaging with Disabled Community in Generative AI Developmentcited by 0
- 2026In-Context Reward Adaptation for Robust Preference Modelingcited by 0
- 2026AI Alignment From Social Choice Perspectivescited by 0
- 2026Toward Collective-Centric Evaluation of Preference Inference for Participatory Democracycited by 0
1 more
- 2026AI Should Facilitate Democratic Deliberation at Scalecited by 0
- 2026AI Should Facilitate Democratic Deliberation at Scale17 Sep 2026
- 2026Toward Collective-Centric Evaluation of Preference Inference for Participatory Democracy2 Sep 2026
- 2026AI Alignment From Social Choice Perspectives19 Jun 2026
- 2026In-Context Reward Adaptation for Robust Preference Modeling28 May 2026
- 2025Question the Questions: Auditing Representation in Online Deliberative Processes6 Nov 2025
- 2025Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Dataset13 Jul 2025
- 2025Generative Social Choice: The Next Generation28 May 2025
- 2025Representative Ranking for Deliberation in the Public Sphere19 Mar 2025
- 2024AI and the Future of Digital Public Squares13 Dec 2024
- 2024Visibility into AI Agents23 Jan 2024
- 2023A Democratic Platform for Engaging with Disabled Community in Generative AI Development26 Sep 2023
- 2023Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards7 Jun 2023
1 more
- 2023Democratising AI: Multiple Meanings, Goals, and Methods22 Mar 2023
- 2023Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewardscited by 232
- 2025Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Datasetcited by 32
- 2026In-Context Reward Adaptation for Robust Preference Modelingcited by 0
- 2026AI Alignment From Social Choice Perspectivescited by 0
- 2026AI Alignment From Social Choice Perspectives19 Jun 2026
- 2026In-Context Reward Adaptation for Robust Preference Modeling28 May 2026
- 2025Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Dataset13 Jul 2025
- 2023Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards7 Jun 2023
- 2024Visibility into AI Agentscited by 77
- 2023Democratising AI: Multiple Meanings, Goals, and Methodscited by 29
- 2025Generative Social Choice: The Next Generationcited by 10
- 2024AI and the Future of Digital Public Squarescited by 6
- 2025Representative Ranking for Deliberation in the Public Spherecited by 2
- 2025Question the Questions: Auditing Representation in Online Deliberative Processescited by 2
- 2023A Democratic Platform for Engaging with Disabled Community in Generative AI Developmentcited by 0
- 2026Toward Collective-Centric Evaluation of Preference Inference for Participatory Democracycited by 0
- 2026AI Should Facilitate Democratic Deliberation at Scalecited by 0
- 2026AI Should Facilitate Democratic Deliberation at Scale17 Sep 2026
- 2026Toward Collective-Centric Evaluation of Preference Inference for Participatory Democracy2 Sep 2026
- 2025Question the Questions: Auditing Representation in Online Deliberative Processes6 Nov 2025
- 2025Generative Social Choice: The Next Generation28 May 2025
- 2025Representative Ranking for Deliberation in the Public Sphere19 Mar 2025
- 2024AI and the Future of Digital Public Squares13 Dec 2024
- 2024Visibility into AI Agents23 Jan 2024
- 2023A Democratic Platform for Engaging with Disabled Community in Generative AI Development26 Sep 2023
- 2023Democratising AI: Multiple Meanings, Goals, and Methods22 Mar 2023