Bridging Systems: Open Problems for Countering Destructive Divisiveness across Ranking, Recommenders, and Governance
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Abstract (arXiv)
Divisiveness appears to be increasing in much of the world, leading to concern about political violence and a decreasing capacity to collaboratively address large-scale societal challenges. In this working paper we aim to articulate an interdisciplinary research and practice area focused on what we call bridging systems: systems which increase mutual understanding and trust across divides, creating space for productive conflict, deliberation, or cooperation. We give examples of bridging systems across three domains: recommender systems on social media, collective response systems, and human-facilitated group deliberation. We argue that these examples can be more meaningfully understood as processes for attention-allocation (as opposed to "content distribution" or "amplification") and develop a corresponding framework to explore similarities - and opportunities for bridging - across these seemingly disparate domains. We focus particularly on the potential of bridging-based ranking to bring the benefits of offline bridging into spaces which are already governed by algorithms. Throughout, we suggest research directions that could improve our capacity to incorporate bridging into a world increasingly mediated by algorithms and artificial intelligence.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Jan 2023.
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Citing papers per year: 2023: 3; 2024: 4; 2025: 4; 2026: 6.
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- 2023Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithmscited by 64
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- 2023Embedding Democratic Values into Social Media AIs via Societal Objective Functionscited by 25
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- 2024Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matterscited by 2
- 2025Re-ranking Using Large Language Models for Mitigating Exposure to Harmful Content on Social Media Platformscited by 2
- 2025Representative Ranking for Deliberation in the Public Spherecited by 2
- 2024Large Language Models, and LLM-Based Agents, Should Be Used to Enhance the Digital Public Spherecited by 1
- 2025Human Preferences for Constructive Interactions in Language Model Alignmentcited by 1
- 2026Finding Common Ground in a Sea of Alternativescited by 1
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- 2026Truth with a Twist: The Rhetoric of Persuasion in Professional vs. Community-Authored Fact-Checkscited by 0
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- 2026Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checkingcited by 0
- 2026Free Speech and Artificial Intelligencecited by 0
- 2026Free Speech and Artificial Intelligence29 Aug 2026
- 2026Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checking2 Jul 2026
- 2026Visualizing "We the People": Bridging the Perception Gap through Pluralistic Data Storytelling23 Jun 2026
- 2026AI and Collective Decisions: Strengthening Legitimacy and Losers' Consent7 Apr 2026
- 2026Finding Common Ground in a Sea of Alternatives17 Mar 2026
- 2026Truth with a Twist: The Rhetoric of Persuasion in Professional vs. Community-Authored Fact-Checks20 Jan 2026
- 2025Representative Ranking for Deliberation in the Public Sphere19 Mar 2025
- 2025Human Preferences for Constructive Interactions in Language Model Alignment5 Mar 2025
- 2025C3AI: Crafting and Evaluating Constitutions for Constitutional AI21 Feb 2025
- 2025Re-ranking Using Large Language Models for Mitigating Exposure to Harmful Content on Social Media Platforms23 Jan 2025
- 2024AI and the Future of Digital Public Squares13 Dec 2024
- 2024Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters25 Nov 2024
5 more
- 2024Large Language Models, and LLM-Based Agents, Should Be Used to Enhance the Digital Public Sphere15 Oct 2024
- 2024What are human values, and how do we align AI to them?27 Mar 2024
- 2023Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms5 Oct 2023
- 2023Embedding Democratic Values into Social Media AIs via Societal Objective Functions26 Jul 2023
- 2023Structural Group Unfairness: Measurement and Mitigation by means of the Effective Resistance5 May 2023
- 2023Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithmscited by 64
- 2023Embedding Democratic Values into Social Media AIs via Societal Objective Functionscited by 25
- 2024AI and the Future of Digital Public Squarescited by 6
- 2023Structural Group Unfairness: Measurement and Mitigation by means of the Effective Resistancecited by 4
- 2024Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matterscited by 2
- 2025Representative Ranking for Deliberation in the Public Spherecited by 2
- 2026Finding Common Ground in a Sea of Alternativescited by 1
- 2026Truth with a Twist: The Rhetoric of Persuasion in Professional vs. Community-Authored Fact-Checkscited by 0
- 2026AI and Collective Decisions: Strengthening Legitimacy and Losers' Consentcited by 0
- 2026Visualizing "We the People": Bridging the Perception Gap through Pluralistic Data Storytellingcited by 0
- 2026Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checkingcited by 0
- 2026Free Speech and Artificial Intelligencecited by 0
- 2026Free Speech and Artificial Intelligence29 Aug 2026
- 2026Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checking2 Jul 2026
- 2026Visualizing "We the People": Bridging the Perception Gap through Pluralistic Data Storytelling23 Jun 2026
- 2026AI and Collective Decisions: Strengthening Legitimacy and Losers' Consent7 Apr 2026
- 2026Finding Common Ground in a Sea of Alternatives17 Mar 2026
- 2026Truth with a Twist: The Rhetoric of Persuasion in Professional vs. Community-Authored Fact-Checks20 Jan 2026
- 2025Representative Ranking for Deliberation in the Public Sphere19 Mar 2025
- 2024AI and the Future of Digital Public Squares13 Dec 2024
- 2024Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters25 Nov 2024
- 2023Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms5 Oct 2023
- 2023Embedding Democratic Values into Social Media AIs via Societal Objective Functions26 Jul 2023
- 2023Structural Group Unfairness: Measurement and Mitigation by means of the Effective Resistance5 May 2023