Next Point-of-Interest Recommendation on TKY
50.95HR@5ADS-POI
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ADS-POIEvaluation Protocol=full-ranking2026.02 | 50.95 | 60.58 | 39.62 | 42.74 | 38.29 | — | |
| CoMaPOIEvaluation Protocol=full-ranking2026.02 | 45.83 | 54.26 | 34.48 | 37.2 | 31.82 | — | |
| MTNetEvaluation Protocol=full-ranking2026.02 | 44.15 | 51.22 | 32.99 | 35.37 | 31.18 | — | |
| GETNextEvaluation Protocol=full-ranking2026.02 | 41.11 | 48.5 | 30.75 | 33.21 | 29.21 | — | |
| BERT4RecEvaluation Protocol=full-ranking2026.02 | 36.17 | 43.47 | 26.7 | 29.08 | 25.39 | — | |
| LLM4POIEvaluation Protocol=full-ranking2026.02 | 34.9 | 39.48 | 27.23 | 28.22 | 29.72 | — | |
| SASRecEvaluation Protocol=full-ranking2026.02 | 34.72 | 43.25 | 25.48 | 28.37 | 24.7 | — | |
| DiffuRecEvaluation Protocol=full-ranking2026.02 | 34.5 | 39.89 | 26.89 | 28.7 | 25.94 | — | |
| MAERecEvaluation Protocol=full-ranking2026.02 | 32.73 | 40.66 | 23.93 | 26.14 | 23.05 | — | |
| CrossDREvaluation Protocol=full-ranking2026.02 | 32.51 | 40.57 | 23.58 | 26.19 | 22.65 | — | |
| TiCoSeRecEvaluation Protocol=full-ranking2026.02 | 29.33 | 37.04 | 21.83 | 24.21 | 21.51 | — | |
| POIGDEEvaluation Protocol=full-ranking2026.02 | 28.2 | 31.82 | 22.46 | 23.57 | 21.8 | — | |
| DuoRecEvaluation Protocol=full-ranking2026.02 | 24.66 | 31.19 | 18.77 | 20.89 | 18.67 | — | |
| AWARECategory=Ours2026.05 | — | — | — | — | — | 35.99 | |
| CoASTCategory=LLM-based2026.05 | — | — | — | — | — | 33.1 | |
| GA-LLMCategory=LLM-based2026.05 | — | — | — | — | — | 34.82 | |
| GETNextCategory=Neural-based2026.05 | — | — | — | — | — | 18.29 | |
| GNPR-SIDCategory=LLM-based2026.05 | — | — | — | — | — | 30.62 | |
| LLM4POICategory=LLM-based2026.05 | — | — | — | — | — | 30.35 | |
| MTNetCategory=Neural-based2026.05 | — | — | — | — | — | 25.75 | |
| PRMECategory=Traditional2026.05 | — | — | — | — | — | 10.52 | |
| ROSCategory=LLM-based2026.05 | — | — | — | — | — | 33.8 | |
| ROTANCategory=Neural-based2026.05 | — | — | — | — | — | 24.58 | |
| SpaceTime-GRCategory=LLM-based2026.05 | — | — | — | — | — | 26.1 | |
| STHGCNCategory=Neural-based2026.05 | — | — | — | — | — | 29.5 | |
| TPGCategory=Neural-based2026.05 | — | — | — | — | — | 14.2 |