POI Recommendation on Foursquare-NYC Standard Evaluation (test)
27.9Recall@5Agent4POI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Agent4POImultimodal=true, LLM reasoning=true2026.04 | 27.9 | 40.1 | 33.4 | |
| CoT-RecLLM reasoning=true2026.04 | 22.8 | 32.8 | 27.1 | |
| AgentCFLLM reasoning=true2026.04 | 21.9 | 31.6 | 25.9 | |
| IM-POImultimodal=true2026.04 | 21.4 | 30.7 | 25.2 | |
| LLM4POILLM reasoning=true2026.04 | 20.1 | 28.9 | 23.6 | |
| MAS4POI2026.04 | 18.3 | 26.1 | 21.3 | |
| MMPOImultimodal=true2026.04 | 17.8 | 26.4 | 21.3 | |
| GETNext2026.04 | 14.6 | 22.7 | 17.9 | |
| SASRec2026.04 | 9.8 | 16.3 | 12.4 | |
| BPR2026.04 | 5.6 | 9.7 | 7.2 |