Mobility Prediction on Foursquare-NYC
35.08Weighted PrecisionBehaviorLM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BehaviorLManchor threshold=1%, auxiliary task ratio=5%, samples per behavior type for B-Tuning=202025.05 | 35.08 | 34.71 | 23.86 | 25.25 | 24.51 | 21.57 | |
| AlphaFuse2025.05 | 33.13 | 32.17 | 14.63 | 22.46 | 14.93 | 2.4 | |
| CoLLM2025.05 | 32.87 | 31.96 | 18.24 | 21.57 | 20.69 | 10.75 | |
| LLaRA2025.05 | 32.48 | 32.45 | 17.86 | 22.06 | 20.59 | 10.46 | |
| TALLRec2025.05 | 32.46 | 32.2 | 17.86 | 21.81 | 21.57 | 10.13 | |
| PITuning2025.05 | 32.43 | 31.67 | 12.2 | 21.32 | 12.25 | 0 | |
| GPT4o2025.05 | 29.89 | 30.1 | 19.12 | 22.73 | 20.56 | 14.05 | |
| LLM-ESR2025.05 | 28.34 | 28.96 | 14.3 | 22.38 | 10.85 | 1.52 | |
| LLama-NT2025.05 | 28.22 | 28.26 | 15.14 | 18.63 | 13.72 | 11.44 | |
| A-LLMRec2025.05 | 28.19 | 27.69 | 8.8 | 15.2 | 9.32 | 8.82 | |
| SASRec2025.05 | 27.81 | 28.41 | 13.07 | 22.02 | 9.8 | 0.65 | |
| Bert4Rec2025.05 | 20.8 | 24.45 | 5.56 | 12.05 | 0 | 0 |