Next POI Prediction on TKY (ACC@1)
30.47ACC@1Time+User
Evaluation results
| Method | Links | |
|---|---|---|
| Time+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 30.47 | |
| LLM4POIMode=Fine-tuned2026.03 | 30.35 | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 30.06 | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 29.69 | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 29.6 | |
| STHGCNMode=Fine-tuned2026.03 | 29.5 | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 29.35 | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 29.31 | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 29.04 | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 27.86 | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 26.81 | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=302026.03 | 26.71 | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 26.61 | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 26.12 | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=152026.03 | 25.99 | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 25.17 | |
| GETNextMode=Fine-tuned2026.03 | 22.54 | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=52026.03 | 22.12 |