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  ## Overview
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- HiCoTraj demonstrates how a large language model can infer demographic attributes specifically **household income** from raw human mobility trajectories, using a three-stage hierarchical chain-of-thought (HiCoT) prompting strategy. No training data or fine-tuning is required; the model reasons step-by-step from spatial patterns alone.
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  ## Overview
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+ HiCoTraj is a demo that shows how a large language model can infer demographic attributes, specifically household income, from raw human mobility trajectories through a three-stage hierarchical chain-of-thought prompting strategy. It does not require training data or fine-tuning.
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