ResearchBenchmarksPoint-of-Interest Recommendation on Yelp-Open Cold-start (test)Follow19.6Recall@10Agent4POI-0.4724.7399.9515.161Apr 3, 2026Evaluation ResultsMethodMethodLinksRecall@10NDCG@10Agent4POIInput=Raw multimodal c...Input=Raw multimodal content2026.0419.615.8LLM4POI2026.0410.48.4IM-POI2026.048.36.5MMPOI2026.046.14.7BPRType=ID-basedType=ID-based2026.040.30.2