USTBench is the first benchmark that decomposes urban spatiotemporal reasoning into understanding, forecasting, planning, and reflection, and shows LLMs struggle most with planning and reflection.
Smart sustainable cities of the future: An extensive interdisciplinary literature review.Sustainable cities and society, 31:183–212, 2017
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USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning of LLMs as Urban Agents
USTBench is the first benchmark that decomposes urban spatiotemporal reasoning into understanding, forecasting, planning, and reflection, and shows LLMs struggle most with planning and reflection.