Rich-media Re-ranking on Rich-Media Search All Query 1.0 (test)
97.7N@4Rich-Media Re-ranker
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Rich-Media Re-rankerModel Size=4B2026.02 | 97.7 | 96.7 | 89 | 88.1 | 88.6 | |
| ReaRankModel Size=7B, Re-ranking Principles=true, Cover Image Assessment=true2026.02 | 88.5 | 79.6 | 72.4 | 61.1 | 63.2 | |
| ReaRankModel Size=7B, Re-ranking Principles=true, Cover Image Assessment=false2026.02 | 87.2 | 77.6 | 70 | 59.2 | 60.5 | |
| Rank-R1Model Size=7B, Re-ranking Principles=true, Cover Image Assessment=true2026.02 | 87.1 | 78.9 | 68.5 | 60.2 | 64.5 | |
| Rank-R1Model Size=7B, Re-ranking Principles=true, Cover Image Assessment=false2026.02 | 85.5 | 76.8 | 66 | 58.5 | 61.4 | |
| ReaRankModel Size=7B, Re-ranking Principles=false, Cover Image Assessment=false2026.02 | 83.8 | 75.2 | 65.3 | 56.4 | 57.2 | |
| Rank-R1Model Size=7B, Re-ranking Principles=false, Cover Image Assessment=false2026.02 | 82.4 | 74.3 | 62.9 | 55.6 | 58.9 | |
| ReasonRankModel Size=7B, Re-ranking Principles=true, Cover Image Assessment=true2026.02 | 78.5 | 75.7 | 65.1 | 60.8 | 64.3 | |
| ReasonRankModel Size=7B, Re-ranking Principles=true, Cover Image Assessment=false2026.02 | 76.4 | 73.7 | 62 | 58.8 | 61.9 | |
| ReasonRankModel Size=7B, Re-ranking Principles=false, Cover Image Assessment=false2026.02 | 69.7 | 67 | 54.9 | 52.5 | 55.1 |