POI Recommendation on Foursquare-TKY Standard Evaluation (test)
25.9Recall@5Agent4POI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Agent4POImultimodal=true, LLM reasoning=true2026.04 | 25.9 | 38.2 | 31.7 | |
| CoT-RecLLM reasoning=true2026.04 | 20.9 | 31.2 | 25.3 | |
| AgentCFLLM reasoning=true2026.04 | 20.1 | 29.8 | 24.1 | |
| IM-POImultimodal=true2026.04 | 19.4 | 28.9 | 23.1 | |
| LLM4POILLM reasoning=true2026.04 | 18.3 | 27.4 | 21.8 | |
| MAS4POI2026.04 | 16.7 | 24.8 | 19.9 | |
| MMPOImultimodal=true2026.04 | 16.1 | 24.9 | 19.6 | |
| GETNext2026.04 | 13.2 | 21.6 | 16.7 | |
| SASRec2026.04 | 8.9 | 15.1 | 11.1 | |
| BPR2026.04 | 4.9 | 8.8 | 6.4 |