Next-POI Recommendation on NYC (test)
65.38Recall@5AWARE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AWAREMethod Category=LLM-based2026.05 | 65.38 | 71.73 | 74.36 | 54.83 | 56.89 | 57.59 | — | |
| GeoGR-4Bnumber of parameters=4B2026.02 | 64.07 | 68.9 | 73.31 | 54.34 | 55.95 | 57.1 | — | |
| OneLocMethod Category=Generative2026.02 | 61.07 | 65.63 | 69.77 | 53.55 | 55.04 | 56.08 | — | |
| ROSfullMethod Category=LLM-based, Components=Mobility CoT + spatial-guided RL2026.05 | 61.07 | 65.63 | 69.77 | 53.55 | 55.04 | 56.08 | — | |
| ROSMethod Category=LLM-based2026.05 | 57.91 | 61.92 | 64.2 | 50.32 | 51.63 | 52.22 | — | |
| CaST-POI2026.02 | 55.36 | 63.85 | — | 43.58 | 46.21 | — | 40.48 | |
| GNPR-SIDMethod Category=Generative2026.02 | 53.11 | 59.42 | 64.55 | 44.3 | 46.34 | 47.66 | — | |
| GNPR-SIDMethod Category=LLM-based2026.05 | 53.11 | 59.42 | 64.55 | 44.3 | 46.34 | 47.66 | — | |
| CoMaPOI2026.02 | 51.62 | 59.01 | — | 40.42 | 42.82 | — | 37.67 | |
| TIGERMethod Category=Generative2026.02 | 49.65 | 55.14 | 60.01 | 41.31 | 42.76 | 44.43 | — | |
| TIGERMethod Category=Neural-based2026.05 | 49.65 | 55.14 | 60.01 | 41.31 | 42.76 | 44.43 | — | |
| MTNet2026.02 | 47.57 | 53.24 | — | 35.85 | 37.69 | — | 33.4 | |
| LLM4POI2026.02 | 44.64 | 46.66 | — | 37.49 | 38.16 | — | 35.9 | |
| RotanMethod Category=POI Related2026.02 | 44.48 | 52.23 | 58.34 | 34.71 | 37.23 | 38.78 | — | |
| ROTANMethod Category=Neural-based2026.05 | 44.48 | 52.23 | 58.34 | 34.71 | 37.23 | 38.78 | — | |
| GETNext2026.02 | 43.6 | 51.3 | — | 32.56 | 35.13 | — | 30.97 | |
| CrossDR2026.02 | 40.8 | 47.2 | — | 30.67 | 32.59 | — | 28.66 | |
| TiCoSeRec2026.02 | 40.69 | 48.08 | — | 29.65 | 32.04 | — | 27.54 | |
| SASRec2026.02 | 40.38 | 48.28 | — | 28.98 | 31.26 | — | 27.01 | |
| BERT4Rec2026.02 | 39.6 | 46.7 | — | 29.03 | 30.94 | — | 27.11 | |
| MAERec2026.02 | 37.65 | 44.53 | — | 27.72 | 29.85 | — | 26.1 | |
| DiffuRec2026.02 | 37.25 | 40.79 | — | 29.16 | 30.23 | — | 27.74 | |
| TPGMethod Category=POI Related2026.02 | 35.51 | 44.41 | 51.21 | 24.64 | 27.55 | 29.27 | — | |
| TPGMethod Category=Neural-based2026.05 | 35.51 | 44.41 | 51.21 | 24.64 | 27.55 | 29.27 | — | |
| DuoRec2026.02 | 34.72 | 40.69 | — | 24.54 | 26.34 | — | 22.76 | |
| POIGDE2026.02 | 34.11 | 38.36 | — | 26.64 | 27.97 | — | 25.4 | |
| SASRecMethod Category=Traditional2026.02 | 31.51 | 38.96 | 45.06 | 22.24 | 24.67 | 26.22 | — | |
| SASRecMethod Category=Traditional2026.05 | 31.51 | 38.96 | 45.06 | 22.24 | 24.67 | 26.22 | — | |
| S3-RecMethod Category=Traditional2026.02 | 30.71 | 38.54 | 45.03 | 22.35 | 24.89 | 26.54 | — | |
| S3-RecMethod Category=Traditional2026.05 | 30.71 | 38.54 | 45.03 | 22.35 | 24.89 | 26.54 | — | |
| CaserMethod Category=Traditional2026.02 | 28.83 | 35.7 | 41.35 | 20.44 | 22.67 | 24.1 | — | |
| CaserMethod Category=Traditional2026.05 | 28.83 | 35.7 | 41.35 | 20.44 | 22.67 | 24.1 | — | |
| BERT4RecMethod Category=Traditional2026.02 | 28.57 | 35.64 | 41.3 | 20.74 | 23.04 | 24.48 | — | |
| BERT4RecMethod Category=Traditional2026.05 | 28.57 | 35.64 | 41.3 | 20.74 | 23.04 | 24.48 | — | |
| GRU4RecMethod Category=Traditional2026.02 | 19.77 | 24.6 | 28.89 | 14.42 | 15.99 | 17.08 | — | |
| GRU4RecMethod Category=Traditional2026.05 | 19.77 | 24.6 | 28.89 | 14.42 | 15.99 | 17.08 | — |