Group Recommendation on Mafengwo
88.81HR@5AgentGR
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AgentGRSimulation Strategy=Static2026.05 | 88.81 | 92.6 | 77.6 | 79.13 | — | |
| CubeRecFramework=DALI2026.03 | 85.8 | 89.3 | 76.5 | 77.6 | 0.3 | |
| CubeRecFramework=LARGE2026.03 | 85.7 | 89.2 | 75.4 | 77.1 | -0.3 | |
| CubeRecFramework=Base2026.03 | 85.5 | 90.1 | 75.6 | 77.2 | — | |
| AGREEFramework=DALI2026.03 | 83 | 87.6 | 73.5 | 75 | 19.9 | |
| HCRFramework=LARGE2026.03 | 79.2 | 84.1 | 70.1 | 71.4 | 0.8 | |
| HCRFramework=DALI2026.03 | 78.5 | 83 | 70.5 | 72 | 0.6 | |
| HCRFramework=Base2026.03 | 77.6 | 83.3 | 69.8 | 71.6 | — | |
| AGREEFramework=LARGE2026.03 | 76.4 | 83.1 | 60.6 | 61.5 | 5 | |
| DisRec2026.05 | 75.26 | 81.96 | 66.26 | 68.42 | — | |
| DisRecFramework=DALI2026.03 | 72.9 | 82 | 62.6 | 65.5 | 4.3 | |
| DisRecFramework=LARGE2026.03 | 72.3 | 81.1 | 60.4 | 63.6 | 2.1 | |
| DisRecFramework=Base2026.03 | 71.6 | 79.7 | 58.9 | 61.7 | — | |
| LLM4GR2026.05 | 70.4 | 76.42 | 55.87 | 58.12 | — | |
| AGREEFramework=Base2026.03 | 70.1 | 78.4 | 58.2 | 60.9 | — | |
| AlignGroup2026.05 | 68.73 | 74.4 | 57.7 | 59.59 | — | |
| CubeRec2026.05 | 67.7 | 77.66 | 55.4 | 58.67 | — | |
| GroupIMFramework=DALI2026.03 | 65.2 | 75.5 | 51.1 | 54.5 | 13 | |
| GroupIMFramework=LARGE2026.03 | 61.7 | 71.7 | 47.2 | 50.4 | 5.9 | |
| GroupIMFramework=Base2026.03 | 57.9 | 69.2 | 44 | 47.5 | — | |
| ConsRec2026.05 | 49.49 | 64.78 | 37.88 | 42.86 | — | |
| HCR2026.05 | 41.66 | 60.25 | 43.21 | 51.69 | — | |
| AGREE2026.05 | 40.21 | 55.33 | 26.23 | 31.15 | — | |
| GroupIM2026.05 | 36.43 | 56.53 | 23.16 | 29.73 | — |