Recommendation on Steam (R/N/M Metrics)
5.783Recall@5NARM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NARMUser Simulator=SFT+DPO (USERMIRRORER)2025.08 | 5.783 | 9.907 | 3.716 | 5.037 | 3.037 | 3.575 | |
| SASRecUser Simulator=SFT+DPO (USERMIRRORER)2025.08 | 5.637 | 9.549 | 3.606 | 4.864 | 2.945 | 3.46 | |
| NARMUser Simulator=Base LLM2025.08 | 5.454 | 9.681 | 3.389 | 4.741 | 2.716 | 3.265 | |
| NARMUser Simulator=Backbone2025.08 | 5.272 | 9.074 | 3.352 | 4.573 | 2.725 | 3.223 | |
| SASRecUser Simulator=Backbone2025.08 | 5.191 | 8.949 | 3.268 | 4.475 | 2.64 | 3.134 | |
| SASRecUser Simulator=Base LLM2025.08 | 4.621 | 8.927 | 2.836 | 4.212 | 2.256 | 2.814 | |
| LightGCNUser Simulator=SFT+DPO (USERMIRRORER)2025.08 | 3.707 | 5.922 | 2.389 | 3.108 | 1.958 | 2.256 | |
| DiffRecUser Simulator=Base LLM2025.08 | 3.619 | 5.915 | 2.47 | 3.209 | 2.095 | 2.398 | |
| DiffRecUser Simulator=SFT+DPO (USERMIRRORER)2025.08 | 3.619 | 5.886 | 2.515 | 3.243 | 2.155 | 2.452 | |
| LightGCNUser Simulator=Base LLM2025.08 | 3.524 | 5.8 | 2.225 | 3.03 | 1.803 | 2.132 | |
| LightGCNUser Simulator=Backbone2025.08 | 3.371 | 5.447 | 2.09 | 2.762 | 1.672 | 1.95 | |
| DiffRecUser Simulator=Backbone2025.08 | 3.195 | 5.337 | 2.01 | 2.693 | 1.622 | 1.899 |