Reranking on Amazon Books
88.3PrecisionUniRank
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniRankFamily=Ours2026.05 | 88.3 | 94 | 90.58 | 91.7 | |
| GloRank2026.04 | 83.75 | 90.08 | 85.1 | 86.97 | |
| GloRankFamily=G-only2026.05 | 83.75 | 90.08 | 85.1 | 86.97 | |
| DCDRFamily=G-E2026.05 | 80.56 | 86.73 | 80.33 | 83.66 | |
| GoalRankFramework=Generator-Only2026.04 | 80.35 | 84.88 | 77.91 | 83.44 | |
| GoalRankFamily=G-only2026.05 | 80.35 | 84.88 | 77.91 | 83.44 | |
| MG-E-100Framework=Generator-Evaluator, Number of Generators=1002026.04 | 77.21 | 82.15 | 73.78 | 80.09 | |
| G-100Family=G-E2026.05 | 77.21 | 82.15 | 73.78 | 80.09 | |
| MG-E-20Framework=Generator-Evaluator, Number of Generators=202026.04 | 72.99 | 78.68 | 68.66 | 75.72 | |
| G-20Family=G-E2026.05 | 72.99 | 78.68 | 68.66 | 75.72 | |
| PIERFramework=Generator-Evaluator2026.04 | 71.14 | 80.22 | 71.62 | 73.74 | |
| PIERFamily=G-E2026.05 | 71.14 | 80.22 | 71.62 | 73.74 | |
| NAR4RecFramework=Generator-Evaluator2026.04 | 70.08 | 79.46 | 70.69 | 72.66 | |
| NAR4RecFamily=G-E2026.05 | 70.08 | 79.46 | 70.69 | 72.66 | |
| MG-E-3Framework=Generator-Evaluator, Number of Generators=32026.04 | 68.76 | 76.36 | 65.82 | 71.33 | |
| G-3Family=G-E2026.05 | 68.76 | 76.36 | 65.82 | 71.33 | |
| PRMFramework=Generator-Only2026.04 | 67.86 | 76.88 | 66.44 | 70.42 | |
| PRMFamily=G-only2026.05 | 67.86 | 76.88 | 66.44 | 70.42 | |
| DLCMFramework=Generator-Only2026.04 | 66.8 | 75.88 | 65.39 | 69.28 | |
| DLCMFamily=G-only2026.05 | 66.8 | 75.88 | 65.39 | 69.28 | |
| DNNFramework=Generator-Only2026.04 | 60.28 | 69.61 | 58.58 | 62.45 | |
| DNNFamily=G-only2026.05 | 60.28 | 69.61 | 58.58 | 62.45 |