Next POI Prediction on CA
20.95ACC@1Time+User
Evaluation results
| Method | Links | |
|---|---|---|
| Time+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 20.95 | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 20.91 | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 20.67 | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 20.67 | |
| LLM4POIMode=Fine-tuned2026.03 | 20.65 | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 20.57 | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=302026.03 | 20.53 | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 20.5 | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=152026.03 | 20.11 | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=302026.03 | 19.97 | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=152026.03 | 19.62 | |
| LCS+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 19.41 | |
| Jaccard+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 19.24 | |
| DTW+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 18.61 | |
| Time+UserBackbone=GPT-4o, Number of demonstrations=52026.03 | 18.26 | |
| LLM-MobBackbone=GPT-4o, Number of demonstrations=52026.03 | 17.53 | |
| STHGCNMode=Fine-tuned2026.03 | 17.3 | |
| GETNextMode=Fine-tuned2026.03 | 13.57 |