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Beyond the Townhall: Spatial Anchoring and LLM Agents for Scalable Participatory Urban Planning
LLMs are increasingly explored for public participation, but less is known about how they should be designed around the information citizens encounter beforehand. In an experiment (N=200) on participatory urban planning, participants learned about a sustainability project adapted from a real street
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