Next POI Recommendation on Foursquare-NYC (test)
37.51Accuracy@1Refine-POI
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Refine-POIBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 37.51 | 43.81 | 52.69 | 40.64 | — | — | — | — | — | — | — | — | |
| Refine-POIBase LLM=Llama3.1-8B, Training paradigm=RFT2025.06 | 36.38 | 60.11 | 66.96 | 46.51 | — | — | — | — | — | — | — | — | |
| GNPR-SIDBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 36.18 | 44.72 | 55.21 | 41.33 | — | — | — | — | — | — | — | — | |
| Refine-POIBase LLM=Qwen2.5-7B, Training paradigm=SFT2025.06 | 35.83 | 42.55 | 51.78 | 39.05 | — | — | — | — | — | — | — | — | |
| Refine-POIBase LLM=Qwen2.5-7B, Training paradigm=RFT2025.06 | 35.75 | 58.99 | 65.99 | 45.92 | — | — | — | — | — | — | — | — | |
| LLM4POIBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 33.72 | 39.82 | 50.1 | 38.07 | — | — | — | — | — | — | — | — | |
| STHGCNBase LLM=–, Training paradigm=–2025.06 | 27.34 | 53.61 | 62.44 | 39.15 | — | — | — | — | — | — | — | — | |
| GETNextBase LLM=–, Training paradigm=–2025.06 | 24.35 | 50.89 | 61.43 | 36.21 | — | — | — | — | — | — | — | — | |
| LLM-MobBase LLM=GPT-4o, Training paradigm=Zero shot2025.06 | 23.43 | 50.66 | 56.6 | 35.02 | — | — | — | — | — | — | — | — | |
| STANBase LLM=–, Training paradigm=–2025.06 | 22.31 | 45.82 | 57.34 | 32.53 | — | — | — | — | — | — | — | — | |
| PLSPLBase LLM=–, Training paradigm=–2025.06 | 19.17 | 36.78 | 45.23 | 28.06 | — | — | — | — | — | — | — | — | |
| STGCNBase LLM=–, Training paradigm=–2025.06 | 17.99 | 34.25 | 42.79 | 27.88 | — | — | — | — | — | — | — | — | |
| LLMMoveBase LLM=GPT-4o, Training paradigm=Zero shot2025.06 | 15.25 | 44.29 | 50.8 | 26.9 | — | — | — | — | — | — | — | — | |
| GHOST2026.06 | 13.79 | 5.44 | 6.72 | — | 7.16 | 7.33 | 0.0835 | 0.0128 | 0.0172 | 0.0189 | 0.0735 | 0.0663 | |
| PGD2026.06 | 13.79 | 5.66 | 7.11 | — | 7.55 | 7.71 | 0.0812 | 0.0141 | 0.0161 | 0.0201 | 0.0706 | 0.0645 | |
| EM2026.06 | 13.79 | 6.44 | 7.46 | — | 7.55 | 7.75 | 0.0735 | 0.0084 | 0.0105 | 0.013 | 0.0669 | 0.0621 | |
| TS-UE2026.06 | 13.79 | 5.75 | 6.68 | — | 8.38 | 8.36 | 0.0814 | 0.0093 | 0.0263 | 0.0261 | 0.0695 | 0.0551 | |
| LSTMBase LLM=–, Training paradigm=–2025.06 | 13.05 | 27.19 | 32.83 | 18.57 | — | — | — | — | — | — | — | — | |
| PRMEBase LLM=–, Training paradigm=–2025.06 | 11.59 | 22.36 | 31.05 | 17.12 | — | — | — | — | — | — | — | — | |
| FPMCBase LLM=–, Training paradigm=–2025.06 | 10.03 | 21.26 | 29.7 | 17.01 | — | — | — | — | — | — | — | — |