Multi-objective Re-ranking on Grocery
68.99HR@5PreferRec
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PreferRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 68.99 | 68.84 | 47.65 | 42.93 | 0.0107 | 0.0138 | 0.7597 | 0.7824 | 1.16 | 1.5 | 1.34 | 1.72 | |
| ContraRecModel Type=Single-Objective2026.03 | 42.8 | 51.26 | 33.01 | 35.75 | 0.0106 | 0.0147 | 0.5723 | 0.6505 | 0.77 | 1.25 | 0.85 | 1.39 | |
| SASRecModel Type=Single-Objective2026.03 | 39.1 | 47.89 | 29.34 | 32.19 | 0.0072 | 0.009 | 0.6121 | 0.701 | 0.51 | 0.76 | 0.54 | 0.82 | |
| ComiRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 38 | 48.09 | 27.07 | 30.32 | 0.0073 | 0.009 | 0.6148 | 0.7001 | 0.51 | 0.76 | 0.54 | 0.82 | |
| DGRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 37.47 | 49.98 | 25.77 | 29.83 | 0.0103 | 0.0142 | 0.579 | 0.6534 | 0.69 | 1.19 | 0.73 | 1.32 | |
| NARMModel Type=Single-Objective2026.03 | 36.67 | 47.61 | 26.25 | 29.79 | 0.0072 | 0.0089 | 0.6147 | 0.7026 | 0.49 | 0.75 | 0.51 | 0.81 | |
| GRU4RecModel Type=Single-Objective2026.03 | 36.64 | 47 | 26.02 | 29.37 | 0.0072 | 0.009 | 0.6158 | 0.7046 | 0.49 | 0.76 | 0.51 | 0.81 | |
| EMMRModel Type=Diversity-Oriented/Multi-Objective2026.03 | 36.64 | 47 | 21.6 | 21.18 | 0.0104 | 0.014 | 0.7637 | 0.7739 | 0.76 | 1.22 | 0.75 | 1.27 | |
| MMRModel Type=Diversity-Oriented/Multi-Objective2026.03 | 34.64 | 46.13 | 24.93 | 28.66 | 0.0106 | 0.0145 | 0.5582 | 0.6262 | 0.67 | 1.14 | 0.71 | 1.25 | |
| SSDModel Type=Diversity-Oriented/Multi-Objective2026.03 | 34.46 | 46.89 | 19.83 | 23.87 | 0.0107 | 0.0145 | 0.5555 | 0.6224 | 0.67 | 1.15 | 0.71 | 1.27 | |
| epsilon-GreedyModel Type=Diversity-Oriented/Multi-Objective2026.03 | 31.63 | 43 | 21.33 | 24.99 | 0.0071 | 0.0089 | 0.6161 | 0.7048 | 0.44 | 0.71 | 0.44 | 0.74 | |
| DPPModel Type=Diversity-Oriented/Multi-Objective2026.03 | 27.12 | 35.69 | 19.76 | 22.51 | 0.0103 | 0.0141 | 0.6435 | 0.6975 | 0.58 | 0.98 | 0.56 | 0.98 | |
| POPModel Type=Single-Objective2026.03 | 20.43 | 33.41 | 12.93 | 17.1 | 0.0089 | 0.0131 | 0.4013 | 0.4373 | 0.36 | 0.73 | 0.36 | 0.81 |