POI Recommendation on Yelp-Open Standard Evaluation (test)
16.3R@5Agent4POI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Agent4POImultimodal=true, LLM reasoning=true2026.04 | 16.3 | 25.7 | 21.4 | |
| CoT-RecLLM reasoning=true2026.04 | 13.3 | 21.1 | 17.4 | |
| AgentCFLLM reasoning=true2026.04 | 12.8 | 20.3 | 16.7 | |
| IM-POImultimodal=true2026.04 | 12.4 | 19.8 | 16.2 | |
| LLM4POILLM reasoning=true2026.04 | 11.7 | 18.7 | 15.3 | |
| MMPOImultimodal=true2026.04 | 10.9 | 17.1 | 13.9 | |
| MAS4POI2026.04 | 10.6 | 16.8 | 13.7 | |
| GETNext2026.04 | 9.4 | 14.8 | 11.8 | |
| SASRec2026.04 | 5.8 | 10.8 | 8.2 | |
| BPR2026.04 | 3.4 | 6.3 | 4.9 |