ResearchBenchmarksPoint-of-Interest Recommendation on Foursquare-NYC Cold-start (test)Point-of-Interest Recommendation on Foursquare-NYC Cold-start (test)Follow31.3R@10Agent4POI-0.7327.58415.924.216Apr 3, 2026Evaluation resultsMethodMethodLinksR@10NDCG@10Agent4POIInput=Raw multimodal c...Input=Raw multimodal content2026.0431.324.9LLM4POI2026.0416.913.1IM-POI2026.0413.410.2MMPOI2026.049.87.3BPRType=ID-basedType=ID-based2026.040.50.4