Next-POI Recommendation on TKY (test)
40.72MRRRefine-POI
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Refine-POIBase LLM=Llama3.1-8B, Training paradigm=RFT2025.06 | 40.72 | — | — | — | — | — | — | 32.14 | 52.16 | 58.81 | |
| STHGCN2024.10 | 39.86 | — | — | — | — | — | — | 29.5 | 52.07 | 59.8 | |
| STHGCNBase LLM=–, Training paradigm=–2025.06 | 39.86 | — | — | — | — | — | — | 29.5 | 52.07 | 59.8 | |
| Refine-POIBase LLM=Qwen2.5-7B, Training paradigm=RFT2025.06 | 39.61 | — | — | — | — | — | — | 30.88 | 51.13 | 58.19 | |
| Refine-POIBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 38.03 | — | — | — | — | — | — | 35.52 | 41 | 47.23 | |
| Refine-POIBase LLM=Qwen2.5-7B, Training paradigm=SFT2025.06 | 37.54 | — | — | — | — | — | — | 34.2 | 39.96 | 47.78 | |
| GNPR-SIDBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 36.62 | — | — | — | — | — | — | 30.62 | 39.3 | 46.68 | |
| MHSA2024.10 | 36.21 | — | — | — | — | — | — | 24.17 | 50.61 | 60.83 | |
| LLM4POIBase LLM=Llama3.1-8B, Training paradigm=SFT2025.06 | 34.92 | — | — | — | — | — | — | 30.35 | 37.97 | 44.74 | |
| CaST-POI2026.02 | 34.76 | 0.5451 | 0.6566 | — | 0.3793 | 0.4158 | — | — | — | — | |
| LSTPM2024.10 | 34.37 | — | — | — | — | — | — | 22.7 | 48.15 | 57.83 | |
| GETNext2024.10 | 32.62 | — | — | — | — | — | — | 22.54 | 44.17 | 52.87 | |
| GETNextBase LLM=–, Training paradigm=–2025.06 | 32.62 | — | — | — | — | — | — | 22.54 | 44.17 | 52.87 | |
| CoMaPOI2026.02 | 31.82 | 0.4583 | 0.5426 | — | 0.3448 | 0.372 | — | — | — | — | |
| MTNet2026.02 | 31.18 | 0.4415 | 0.5122 | — | 0.3299 | 0.3537 | — | — | — | — | |
| Llama-Mobbase_model=Llama3-8B2024.10 | 30.59 | — | — | — | — | — | — | 22.51 | 41.69 | 47.03 | |
| LLM4POI2026.02 | 29.72 | 0.349 | 0.3948 | — | 0.2723 | 0.2822 | — | — | — | — | |
| GETNext2026.02 | 29.21 | 0.4111 | 0.485 | — | 0.3075 | 0.3321 | — | — | — | — | |
| STAN2024.10 | 28.52 | — | — | — | — | — | — | 19.63 | 37.98 | 44.64 | |
| STANBase LLM=–, Training paradigm=–2025.06 | 28.52 | — | — | — | — | — | — | 19.63 | 37.98 | 44.64 | |
| DiffuRec2026.02 | 25.94 | 0.345 | 0.3989 | — | 0.2689 | 0.287 | — | — | — | — | |
| PLSPL2024.10 | 25.42 | — | — | — | — | — | — | 18.89 | 35.23 | 41.5 | |
| PLSPLBase LLM=–, Training paradigm=–2025.06 | 25.42 | — | — | — | — | — | — | 18.89 | 35.23 | 41.5 | |
| BERT4Rec2026.02 | 25.39 | 0.3617 | 0.4347 | — | 0.267 | 0.2908 | — | — | — | — | |
| LLM-MobBase LLM=GPT-4o, Training paradigm=Zero shot2025.06 | 25.19 | — | — | — | — | — | — | 15.45 | 38.37 | 44.51 | |
| STGCN2024.10 | 25.04 | — | — | — | — | — | — | 17.16 | 34.53 | 39.27 | |
| STGCNBase LLM=–, Training paradigm=–2025.06 | 25.04 | — | — | — | — | — | — | 17.16 | 34.53 | 39.27 | |
| DeepMove2024.10 | 24.98 | — | — | — | — | — | — | 17.33 | 33.78 | 39.91 | |
| SASRec2026.02 | 24.7 | 0.3472 | 0.4325 | — | 0.2548 | 0.2837 | — | — | — | — | |
| STGN2024.10 | 24.22 | — | — | — | — | — | — | 16.89 | 33.91 | 38.48 | |
| MAERec2026.02 | 23.05 | 0.3273 | 0.4066 | — | 0.2393 | 0.2614 | — | — | — | — | |
| CrossDR2026.02 | 22.65 | 0.3251 | 0.4057 | — | 0.2358 | 0.2619 | — | — | — | — | |
| LLMMoveBase LLM=GPT-4o, Training paradigm=Zero shot2025.06 | 22.48 | — | — | — | — | — | — | 12.93 | 36.01 | 41.54 | |
| ST-RNN2024.10 | 22.12 | — | — | — | — | — | — | 14.09 | 30.22 | 35.77 | |
| POIGDE2026.02 | 21.8 | 0.282 | 0.3182 | — | 0.2246 | 0.2357 | — | — | — | — | |
| TiCoSeRec2026.02 | 21.51 | 0.2933 | 0.3704 | — | 0.2183 | 0.2421 | — | — | — | — | |
| DuoRec2026.02 | 18.67 | 0.2466 | 0.3119 | — | 0.1877 | 0.2089 | — | — | — | — | |
| LSTM2024.10 | 18.34 | — | — | — | — | — | — | 13.35 | 27.28 | 32.77 | |
| LSTMBase LLM=–, Training paradigm=–2025.06 | 18.34 | — | — | — | — | — | — | 13.35 | 27.28 | 32.77 | |
| PRME2024.10 | 17.86 | — | — | — | — | — | — | 10.52 | 22.78 | 29.44 | |
| PRMEBase LLM=–, Training paradigm=–2025.06 | 17.86 | — | — | — | — | — | — | 10.52 | 22.78 | 29.44 | |
| FPMC2024.10 | 13.44 | — | — | — | — | — | — | 8.14 | 20.45 | 27.46 | |
| FPMCBase LLM=–, Training paradigm=–2025.06 | 13.44 | — | — | — | — | — | — | 8.14 | 20.45 | 27.46 | |
| BERT4RecMethod Category=Traditional2026.02 | — | 0.2649 | 0.3326 | 0.3943 | 0.1907 | 0.2127 | 0.2284 | — | — | — | |
| CaserMethod Category=Traditional2026.02 | — | 0.3257 | 0.4067 | 0.4758 | 0.2273 | 0.2535 | 0.2711 | — | — | — | |
| GeoGR-4Bnumber of parameters=4B2026.02 | — | 0.6259 | 0.6908 | 0.7302 | 0.51 | 0.5203 | 0.5403 | — | — | — | |
| GNPR-SIDMethod Category=Generative2026.02 | — | 0.5354 | 0.613 | 0.6675 | 0.4437 | 0.4623 | 0.4788 | — | — | — | |
| GRU4RecMethod Category=Traditional2026.02 | — | 0.2514 | 0.3106 | 0.3651 | 0.1833 | 0.2025 | 0.2163 | — | — | — | |
| OneLocMethod Category=Generative2026.02 | — | 0.5964 | 0.662 | 0.7152 | 0.4961 | 0.5174 | 0.5306 | — | — | — | |
| RotanMethod Category=POI Related2026.02 | — | 0.4333 | 0.5113 | 0.5894 | 0.3293 | 0.3568 | 0.3739 | — | — | — | |
| S3-RecMethod Category=Traditional2026.02 | — | 0.3365 | 0.4115 | 0.4739 | 0.2423 | 0.2666 | 0.2825 | — | — | — | |
| SASRecMethod Category=Traditional2026.02 | — | 0.345 | 0.4284 | 0.4976 | 0.2384 | 0.2655 | 0.2831 | — | — | — | |
| TIGERMethod Category=Generative2026.02 | — | 0.5031 | 0.5808 | 0.6431 | 0.4003 | 0.4251 | 0.4401 | — | — | — | |
| TPGMethod Category=POI Related2026.02 | — | 0.3725 | 0.4601 | 0.5291 | 0.2591 | 0.2881 | 0.3051 | — | — | — |