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.
TEMPO: Prompt-based generative pre-trained transformer for time series forecasting
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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.