Next Behavior Prediction on Behavior Dataset
64.4Rec_wBUA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BUACategory=LLM-Based2026.04 | 64.4 | 64.2 | 47.1 | 53.8 | 48.9 | 44.6 | |
| CoLLMCategory=LLM-Based2026.04 | 61.8 | 59.6 | 40.8 | 45.3 | 44.8 | 36.3 | |
| PITuningCategory=LLM-Enhanced2026.04 | 61.7 | 60.3 | 40.8 | 48.1 | 44.4 | 36.1 | |
| TALLRecCategory=LLM-Based2026.04 | 61.7 | 60.7 | 39.8 | 45.2 | 43.4 | 35.5 | |
| LLaRACategory=LLM-Based2026.04 | 61.5 | 60.8 | 40.4 | 46.2 | 43.9 | 36.1 | |
| A-LLMRecCategory=LLM-Based2026.04 | 58.4 | 55.7 | 34.8 | 42.2 | 39.4 | 29.9 | |
| AlphaFuseCategory=LLM-Enhanced2026.04 | 57.8 | 57.5 | 24.2 | 45.7 | 38 | 7.5 | |
| behaveGPTCategory=Traditional2026.04 | 56.7 | 55.1 | 20.6 | 44.2 | 35.4 | 2.7 | |
| SASRecCategory=Traditional2026.04 | 54.6 | 53.5 | 29.1 | 42 | 34 | 22.2 | |
| Deepseek-V3Category=LLM-Based2026.04 | 49.2 | 49.5 | 23.7 | 33 | 26.5 | 19.1 |