ResearchBenchmarksPoint-of-Interest Recommendation on Foursquare-TKY Cold-start (test)Point-of-Interest Recommendation on Foursquare-TKY Cold-start (test)Follow29.7R@10Agent4POI-0.6687.21615.122.984Apr 3, 2026Evaluation resultsMethodMethodLinksR@10NDCG@10Agent4POIInput=Raw multimodal c...Input=Raw multimodal content2026.0429.723.5LLM4POI2026.0415.311.7IM-POI2026.0412.19.2MMPOI2026.048.96.6BPRType=ID-basedType=ID-based2026.040.50.3