Spatially anchored immersive digital twins with LLM clarifiers and discussion agents improve recall and shift feedback toward collective sustainability benefits in a randomized trial versus static text and images.
2d, video, or interactive 3d? exploring how visualization for- mat affects stated preferences in spatial choice ex- periments.Journal of Environmental Psychology, 76:101643, 2021
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Beyond the Townhall: Spatial Anchoring and LLM Agents for Scalable Participatory Urban Planning
Spatially anchored immersive digital twins with LLM clarifiers and discussion agents improve recall and shift feedback toward collective sustainability benefits in a randomized trial versus static text and images.