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Zi-Jian Li

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#small language model Open access Oct 2026

Spatial cognitive patterns of underground public spaces from a stimulus-organism-response perspective: evidence from LLM-empowered social media data mining

Current underground public space (UPS) renewal prioritizes engineering-oriented physical upgrades, neglecting users’ multidimensional cognitive experiences. Existing studies on underground space perceptions rely on small-sample surveys and fail to capture joint co-occurrence patterns among multiple stimuli. This study...

Chen-Xiao Ma, Fang‐Le Peng, Zi-Jian Li et al. · 0 citations

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