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cs.AI2026
From Opinions to Commitments: Unstable Assignments and Silent Choices in AI-Mediated Proposals
Sachit Mahajan, Javier Argota S{á}nchez-Vaquerizo, Arthur Capozzi +1
Large language models (LLMs) are increasingly being used to turn citizens' opinions into collective proposals. These proposals can make assignments: who should act, what must be do…
cs.AI2026
Participatory provenance as representational auditing for AI-mediated public consultation
Sachit Mahajan
AI-assisted consultation can speed large-scale public engagement, but concise summaries may reflect some submissions more closely than others. This paper introduces participatory p…