Yu-Tao Shi

LifePlanner: Evaluating LLM Agents for Geo-spatial Planning with Social Media Data

Results show that failures mainly stem from incomplete evidence acquisition from such a large multimodal database, imprecise tool use and weak constraint integration rather than model size or reasoning length, suggesting that future progress requires effective grounded planning instead of scaling alone.