Ranking on Yelp
33.9NDCG@1DUET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DUETHard Negatives=EASE-based2026.04 | 33.9 | 48.73 | 60.08 | |
| DUETBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 33.9 | 48.73 | 60.08 | |
| LGHard Negatives=EASE-based2026.04 | 31.87 | 46.85 | 58.14 | |
| LGBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 31.87 | 46.85 | 58.14 | |
| R4RecHard Negatives=EASE-based2026.04 | 25.75 | 37.92 | 55.26 | |
| R4RecBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 25.75 | 37.92 | 55.26 | |
| PALRHard Negatives=EASE-based2026.04 | 24.94 | 35.63 | 56.91 | |
| PALRBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 24.94 | 35.63 | 56.91 | |
| RLMRecHard Negatives=EASE-based2026.04 | 24.19 | 34.72 | 55.87 | |
| RLMRecBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 24.19 | 34.72 | 55.87 | |
| KARHard Negatives=EASE-based2026.04 | 21.56 | 32.98 | 54.12 | |
| KARBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 21.56 | 32.98 | 54.12 | |
| 10HHard Negatives=EASE-based2026.04 | 18.23 | 28.15 | 49.28 | |
| 10HBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.04 | 18.23 | 28.15 | 49.28 |