Reranking on MovieLens-1M
76.88Precision@LUniRank
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UniRankFamily=Ours2026.05 | 76.88 | — | — | — | — | 88.65 | 82.64 | 83.59 | |
| GloRankFamily=G-only2026.05 | 75.79 | — | — | — | — | 87.56 | 81.19 | 82.57 | |
| GoalRankFamily=G-only2026.05 | 73.56 | — | — | — | — | 83.43 | 76.16 | 80.15 | |
| DCDRFamily=G-E2026.05 | 73.04 | — | — | — | — | 84.61 | 77.17 | 79.6 | |
| NAR4RecFamily=G-E2026.05 | 62.81 | — | — | — | — | 75.01 | 65.42 | 68.31 | |
| PIERFamily=G-E2026.05 | 62.74 | — | — | — | — | 75.99 | 65.98 | 68.74 | |
| DLCMFamily=G-only2026.05 | 62.31 | — | — | — | — | 73.87 | 63.82 | 67.96 | |
| G-100Family=G-E2026.05 | 60.64 | — | — | — | — | 70.97 | 59.93 | 66.29 | |
| PRMFamily=G-only2026.05 | 60.09 | — | — | — | — | 72.85 | 62.21 | 65.51 | |
| G-20Family=G-E2026.05 | 58.66 | — | — | — | — | 69.86 | 58.6 | 64.18 | |
| DNNFamily=G-only2026.05 | 56.86 | — | — | — | — | 70.3 | 59.28 | 62.16 | |
| G-3Family=G-E2026.05 | 55.51 | — | — | — | — | 67.39 | 55.52 | 55.51 | |
| DLCMFramework=Generator-Only2026.04 | — | 62.31 | 73.87 | 63.82 | 67.96 | — | — | — | |
| DNNFramework=Generator-Only2026.04 | — | 56.86 | 70.3 | 59.28 | 62.16 | — | — | — | |
| GloRank2026.04 | — | 75.79 | 87.56 | 81.19 | 82.57 | — | — | — | |
| GoalRankFramework=Generator-Only2026.04 | — | 73.56 | 83.43 | 76.16 | 80.15 | — | — | — | |
| MG-E-100Framework=Generator-Evaluator, Number of Generators=1002026.04 | — | 60.64 | 70.97 | 59.93 | 66.29 | — | — | — | |
| MG-E-20Framework=Generator-Evaluator, Number of Generators=202026.04 | — | 58.66 | 69.86 | 58.6 | 64.18 | — | — | — | |
| MG-E-3Framework=Generator-Evaluator, Number of Generators=32026.04 | — | 55.51 | 67.39 | 55.52 | 55.51 | — | — | — | |
| NAR4RecFramework=Generator-Evaluator2026.04 | — | 62.81 | 75.01 | 65.42 | 68.31 | — | — | — | |
| PIERFramework=Generator-Evaluator2026.04 | — | 62.74 | 75.99 | 65.98 | 68.74 | — | — | — | |
| PRMFramework=Generator-Only2026.04 | — | 60.09 | 72.85 | 62.21 | 65.51 | — | — | — |