Next POI Recommendation on Gowalla-CA (test)
25.14Accuracy@1Refine-POI
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Refine-POIBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 25.14 | 30.99 | 34.78 | 27.5 | |
| GNPR-SIDBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 24.65 | 28.46 | 33.84 | 25.59 | |
| Refine-POIBase LLM=Qwen2.5-7B, Training paradigm=SFT2025.06 | 22.93 | 28.96 | 33.69 | 25.93 | |
| Refine-POIBase LLM=Llama3.1-8B, Training paradigm=RFT2025.06 | 21.74 | 37.55 | 43.08 | 28.33 | |
| Refine-POIBase LLM=Qwen2.5-7B, Training paradigm=RFT2025.06 | 21.23 | 37.41 | 42.75 | 28.12 | |
| LLM4POIBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 20.65 | 25.86 | 31.09 | 23.71 | |
| STHGCNBase LLM=–, Training paradigm=–2025.06 | 17.3 | 35.29 | 41.91 | 25.58 | |
| GETNextBase LLM=–, Training paradigm=–2025.06 | 13.57 | 28.52 | 35.9 | 21.03 | |
| STANBase LLM=–, Training paradigm=–2025.06 | 11.04 | 23.48 | 30.18 | 18.69 | |
| PLSPLBase LLM=–, Training paradigm=–2025.06 | 10.72 | 22.78 | 29.95 | 18.47 | |
| STGCNBase LLM=–, Training paradigm=–2025.06 | 9.61 | 20.97 | 26.13 | 17.12 | |
| LLMMoveBase LLM=GPT-4o, Training paradigm=Zero shot2025.06 | 7.4 | 13.39 | 16.07 | 10.04 | |
| LSTMBase LLM=–, Training paradigm=–2025.06 | 6.65 | 13.06 | 17.84 | 12.01 | |
| PRMEBase LLM=–, Training paradigm=–2025.06 | 5.21 | 10.34 | 14.25 | 10.02 | |
| FPMCBase LLM=–, Training paradigm=–2025.06 | 3.83 | 7.02 | 11.79 | 9.11 | |
| LLM-MobBase LLM=GPT-4o, Training paradigm=Zero shot2025.06 | 2.93 | 7.79 | 9.08 | 4.95 |