Ranking on Amazon Books
0.4288NDCG@1DUET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DUETHard Negatives=EASE-based2026.04 | 0.4288 | 0.5638 | 0.6599 | |
| DUETBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.4288 | 0.5638 | 0.6599 | |
| LGHard Negatives=EASE-based2026.04 | 0.3795 | 0.5189 | 0.6284 | |
| LGBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.3795 | 0.5189 | 0.6284 | |
| R4RecHard Negatives=EASE-based2026.04 | 0.3013 | 0.4928 | 0.5959 | |
| R4RecBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.3013 | 0.4928 | 0.5959 | |
| KARHard Negatives=EASE-based2026.04 | 0.2965 | 0.4715 | 0.5834 | |
| KARBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.2965 | 0.4715 | 0.5834 | |
| RLMRecHard Negatives=EASE-based2026.04 | 0.2748 | 0.4526 | 0.5719 | |
| RLMRecBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.2748 | 0.4526 | 0.5719 | |
| PALRHard Negatives=EASE-based2026.04 | 0.2627 | 0.4634 | 0.5538 | |
| PALRBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.2627 | 0.4634 | 0.5538 | |
| 10HHard Negatives=EASE-based2026.04 | 0.1841 | 0.3146 | 0.4263 | |
| 10HBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 0.1841 | 0.3146 | 0.4263 |