Lost in Aggregation: A Multi-Scale Diagnostic Benchmark for LLM Spatial Navigation

Yuhan jiang, Peng Luo, Liqiu Meng

Large language models (LLMs) are increasingly deployed as planners and assistants in tasks with inherent spatial structure, such as navigation and route planning, yet they remain b…