Generative Recommendation on Amazon Software (Cold)
3.03NDCG@10Finetune
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FinetuneMethod Category=Cold-start-based2026.03 | 3.03 | 3.18 | 3.57 | 4.18 | 4.76 | 6.78 | |
| GenRecEditMethod Category=Cold-start-based2026.03 | 2.28 | 2.49 | 2.86 | 3.59 | 4.45 | 6.29 | |
| SpecGRMethod Category=Cold-start-based2026.03 | 1.81 | 2.22 | 2.85 | 3.11 | 4.8 | 7.92 | |
| LC-RecMethod Category=Semantic ID-based2026.03 | 0.16 | 0.17 | 0.24 | 0.31 | 0.36 | 0.67 | |
| RetrainMethod Category=Cold-start-based2026.03 | 0.08 | 0.09 | 5.52 | 0.13 | 0.18 | 0.13 | |
| TIGERMethod Category=Semantic ID-based2026.03 | 0.05 | 0.05 | 0.13 | 0.13 | 0.13 | 0.54 | |
| VQ-RecMethod Category=Semantic ID-based2026.03 | 0.02 | 0.06 | 0.17 | 0.04 | 0.18 | 0.81 |