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Ranking on Amazon Music

51.23NDCG@1DUET
17.450826.220434.9943.7596Apr 15, 2026

Evaluation results

MethodLinks
DUETHard Negatives=EASE-based2026.0451.2361.6570.25
DUETBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0451.2361.6570.25
LGHard Negatives=EASE-based2026.0440.1256.7464.89
LGBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0440.1256.7464.89
PALRHard Negatives=EASE-based2026.0433.9552.4761.15
PALRBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0433.9552.4761.15
RLMRecHard Negatives=EASE-based2026.0433.7154.3461.62
RLMRecBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0433.7154.3461.62
KARHard Negatives=EASE-based2026.0430.1848.9660.15
KARBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0430.1848.9660.15
R4RecHard Negatives=EASE-based2026.0429.2859.1263.43
R4RecBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0429.2859.1263.43
10HHard Negatives=EASE-based2026.0418.7537.9651.53
10HBackbone=Qwen3-8B, Negative sampling strategy=EASE-based hard negatives2026.0418.7537.9651.53