Next Behavior Prediction on Tecent Dataset
60Weighted Recall (Rec_w)BUA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BUACategory=LLM-Based2026.04 | 60 | 57.4 | 20.7 | 62 | 11.4 | 4.1 | |
| LLaRACategory=LLM-Based2026.04 | 56.4 | 54.5 | 15.2 | 54.3 | 6 | 3.3 | |
| TALLRecCategory=LLM-Based2026.04 | 56.1 | 54.3 | 13.4 | 51.3 | 4.4 | 1.9 | |
| CoLLMCategory=LLM-Based2026.04 | 56 | 54.3 | 15.2 | 53 | 6.7 | 3.4 | |
| A-LLMRecCategory=LLM-Based2026.04 | 53.9 | 52.3 | 14 | 54.2 | 3.7 | 2.5 | |
| PITuningCategory=LLM-Enhanced2026.04 | 52.4 | 46.6 | 12 | 54.6 | 0.9 | 0 | |
| behaveGPTCategory=Traditional2026.04 | 50.9 | 42.6 | 11.3 | 53.7 | 0 | 0 | |
| AlphaFuseCategory=LLM-Enhanced2026.04 | 50.7 | 43.5 | 11.8 | 54.7 | 0.1 | 0 | |
| SASRecCategory=Traditional2026.04 | 32.8 | 26.9 | 9.7 | 29 | 4.5 | 2.1 | |
| Deepseek-V3Category=LLM-Based2026.04 | 31.8 | 28.2 | 11.9 | 30.3 | 8.3 | 3.8 |