Think Before You Act: Intention-Guided Reasoning for LLM-Based Location Prediction

In three linesIntentPOI, a two-stage LLM-based framework, predicts next Point-of-Interest by first inferring user intention from historical mobility, peer behaviors, and temporal context, then selecting POIs aligned with that intention. Outperforms 11 baselines on three real-world datasets.

Summary generated by Claude — human-verified