Democratic Policy Development using Collective Dialogues and AI
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Abstract (arXiv)
We design and test an efficient democratic process for developing policies that reflect informed public will. The process combines AI-enabled collective dialogues that make deliberation democratically viable at scale with bridging-based ranking for automated consensus discovery. A GPT4-powered pipeline translates points of consensus into representative policy clauses from which an initial policy is assembled. The initial policy is iteratively refined with the input of experts and the public before a final vote and evaluation. We test the process three times with the US public, developing policy guidelines for AI assistants related to medical advice, vaccine information, and wars & conflicts. We show the process can be run in two weeks with 1500+ participants for around 10,000, and that it generates policy guidelines with strong public support across demographic divides. We measure 75-81% support for the policy guidelines overall, and no less than 70-75% support across demographic splits spanning age, gender, religion, race, education, and political party. Overall, this work demonstrates an end-to-end proof of concept for a process we believe can help AI labs develop common-ground policies, governing bodies break political gridlock, and diplomats accelerate peace deals.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 3 Nov 2023.
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Citing papers per year: 2024: 4; 2025: 7; 2026: 6.
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- 2025Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Datasetcited by 35
- 2024Participation in the age of foundation modelscited by 32
- 2025Generative Social Choice: The Next Generationcited by 10
- 2024AI and the Future of Digital Public Squarescited by 6
- 2025Artificial Intelligence in Deliberation: The AI Penalty and the Emergence of a New Deliberative Dividecited by 4
- 2025Representative Ranking for Deliberation in the Public Spherecited by 2
- 2025PoliCon: Evaluating LLMs on Achieving Diverse Political Consensus Objectivescited by 2
- 2024Bringing AI Participation Down to Scale: A Comment on Open AIs Democratic Inputs to AI Projectcited by 1
- 2024Chain of Alignment: Integrating Public Will with Expert Intelligence for Language Model Alignmentcited by 1
- 2025An AI-Powered Framework for Analyzing Collective Idea Evolution in Deliberative Assembliescited by 1
- 2026Finding Common Ground in a Sea of Alternativescited by 1
- 2025PolicyPad: Collaborative Prototyping of LLM Policiescited by 0
5 more
- 2026Can AI mediation improve democratic deliberation?cited by 0
- 2026"Better Ask for Forgiveness than Permission": Practices and Policies of AI Disclosure in Freelance Workcited by 0
- 2026Internal Pluralism and the Limits of Pairwise Comparisonscited by 0
- 2026AI Should Facilitate Democratic Deliberation at Scalecited by 0
- 2026Social Choice Foundations for Simulation-Augmented Generationcited by 0
- 2026Social Choice Foundations for Simulation-Augmented Generation29 Sep 2026
- 2026AI Should Facilitate Democratic Deliberation at Scale17 Sep 2026
- 2026Internal Pluralism and the Limits of Pairwise Comparisons2 Jul 2026
- 2026Finding Common Ground in a Sea of Alternatives17 Mar 2026
- 2026"Better Ask for Forgiveness than Permission": Practices and Policies of AI Disclosure in Freelance Work8 Mar 2026
- 2026Can AI mediation improve democratic deliberation?9 Jan 2026
- 2025PolicyPad: Collaborative Prototyping of LLM Policies24 Sep 2025
- 2025An AI-Powered Framework for Analyzing Collective Idea Evolution in Deliberative Assemblies16 Sep 2025
- 2025Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Dataset13 Jul 2025
- 2025Generative Social Choice: The Next Generation28 May 2025
- 2025PoliCon: Evaluating LLMs on Achieving Diverse Political Consensus Objectives26 May 2025
- 2025Representative Ranking for Deliberation in the Public Sphere19 Mar 2025
5 more
- 2025Artificial Intelligence in Deliberation: The AI Penalty and the Emergence of a New Deliberative Divide10 Mar 2025
- 2024AI and the Future of Digital Public Squares13 Dec 2024
- 2024Chain of Alignment: Integrating Public Will with Expert Intelligence for Language Model Alignment15 Nov 2024
- 2024Bringing AI Participation Down to Scale: A Comment on Open AIs Democratic Inputs to AI Project16 Jul 2024
- 2024Participation in the age of foundation models29 May 2024
- 2024Participation in the age of foundation modelscited by 32
- 2025Generative Social Choice: The Next Generationcited by 10
- 2024AI and the Future of Digital Public Squarescited by 6
- 2025Artificial Intelligence in Deliberation: The AI Penalty and the Emergence of a New Deliberative Dividecited by 4
- 2025Representative Ranking for Deliberation in the Public Spherecited by 2
- 2025PoliCon: Evaluating LLMs on Achieving Diverse Political Consensus Objectivescited by 2
- 2024Bringing AI Participation Down to Scale: A Comment on Open AIs Democratic Inputs to AI Projectcited by 1
- 2025An AI-Powered Framework for Analyzing Collective Idea Evolution in Deliberative Assembliescited by 1
- 2026Finding Common Ground in a Sea of Alternativescited by 1
- 2025PolicyPad: Collaborative Prototyping of LLM Policiescited by 0
- 2026Can AI mediation improve democratic deliberation?cited by 0
- 2026"Better Ask for Forgiveness than Permission": Practices and Policies of AI Disclosure in Freelance Workcited by 0
12 most cited of 15 All 15 (JSON)
- 2026Social Choice Foundations for Simulation-Augmented Generation29 Sep 2026
- 2026AI Should Facilitate Democratic Deliberation at Scale17 Sep 2026
- 2026Internal Pluralism and the Limits of Pairwise Comparisons2 Jul 2026
- 2026Finding Common Ground in a Sea of Alternatives17 Mar 2026
- 2026"Better Ask for Forgiveness than Permission": Practices and Policies of AI Disclosure in Freelance Work8 Mar 2026
- 2026Can AI mediation improve democratic deliberation?9 Jan 2026
- 2025PolicyPad: Collaborative Prototyping of LLM Policies24 Sep 2025
- 2025An AI-Powered Framework for Analyzing Collective Idea Evolution in Deliberative Assemblies16 Sep 2025
- 2025Generative Social Choice: The Next Generation28 May 2025
- 2025PoliCon: Evaluating LLMs on Achieving Diverse Political Consensus Objectives26 May 2025
- 2025Representative Ranking for Deliberation in the Public Sphere19 Mar 2025
- 2025Artificial Intelligence in Deliberation: The AI Penalty and the Emergence of a New Deliberative Divide10 Mar 2025
12 newest of 15 All 15 (JSON)