Multi-objective Re-ranking on Beauty
60.78Hit Rate @ 5PreferRec
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PreferRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 60.78 | 70.24 | 34.91 | 37.1 | 5.74 | 8.72 | 70.02 | 71.01 | 5.37 | 8.7 | 6.05 | 10.06 | |
| ContraRecModel Type=Single-Objective2026.03 | 40.83 | 49.94 | 31.43 | 34.36 | 5.55 | 8.84 | 55.91 | 62.9 | 3.71 | 6.85 | 3.98 | 7.42 | |
| SASRecModel Type=Single-Objective2026.03 | 36.79 | 45.83 | 28.16 | 31.08 | 5.67 | 9.06 | 48.33 | 55.12 | 3.33 | 6.24 | 3.59 | 6.81 | |
| DGRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 36.78 | 48.23 | 26.33 | 30.04 | 5.53 | 8.8 | 56.73 | 63.4 | 3.5 | 6.7 | 3.64 | 7.18 | |
| ComiRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 35.73 | 46.18 | 25.86 | 29.23 | 5.56 | 8.88 | 52.86 | 59.5 | 3.35 | 6.39 | 3.51 | 6.87 | |
| NARMModel Type=Single-Objective2026.03 | 33.27 | 44.58 | 23.68 | 27.32 | 5.65 | 8.97 | 52.33 | 59.06 | 3.24 | 6.29 | 3.34 | 6.71 | |
| GRU4RecModel Type=Single-Objective2026.03 | 32.85 | 44.2 | 23.32 | 26.98 | 5.62 | 8.94 | 53.28 | 59.85 | 3.22 | 6.28 | 3.3 | 6.66 | |
| EMMRModel Type=Diversity-Oriented/Multi-Objective2026.03 | 32.85 | 44.2 | 19.55 | 19.99 | 5.93 | 9.47 | 72.73 | 73.62 | 3.81 | 7.26 | 3.67 | 7.37 | |
| MMRModel Type=Diversity-Oriented/Multi-Objective2026.03 | 31.39 | 42.53 | 22.47 | 26.06 | 5.7 | 9.04 | 54.01 | 60.28 | 3.18 | 6.22 | 3.22 | 6.52 | |
| SSDModel Type=Diversity-Oriented/Multi-Objective2026.03 | 31.27 | 43.89 | 18.02 | 22.12 | 5.64 | 8.95 | 53.68 | 59.99 | 3.13 | 6.26 | 3.17 | 6.63 | |
| epsilon-GreedyModel Type=Diversity-Oriented/Multi-Objective2026.03 | 28.42 | 39.91 | 19.17 | 22.75 | 5.72 | 9.01 | 57.83 | 62.17 | 3.07 | 6.04 | 3 | 6.2 | |
| DPPModel Type=Diversity-Oriented/Multi-Objective2026.03 | 22.73 | 31.38 | 16.56 | 19.34 | 5.81 | 9.3 | 60.77 | 65.73 | 2.7 | 5.41 | 2.5 | 5.21 | |
| POPModel Type=Single-Objective2026.03 | 17.18 | 28.91 | 11.34 | 15.12 | 5.73 | 9.22 | 38.93 | 42.99 | 1.86 | 4.24 | 1.76 | 4.34 |