| AmazonBook | ContextSim | MAE0.369 | | 27 | 23d ago |
| MovieLens 90/10 1M (train test) | CF-NADE | RMSE0.829 | | 27 | 3mo ago |
| Douban-Movie -> Douban-Book (test) | NF-NPCDR | MAE0.4236 | | 24 | 1mo ago |
| MovieLens | ALIGNUSER+ | RMSE0.4292 | | 18 | 1d ago |
| Amazon Instant Video 5-core (test) | REVLoRA (Llama 1B) | MAE0.6204 | | 15 | 3mo ago |
| Amazon Musical Instruments 5-core (test) | REVLoRA (Llama 1B) | MAE0.5271 | | 15 | 3mo ago |
| Steam | ALIGNUSER+ | RMSE0.497 | | 15 | 1mo ago |
| MovieLens 100k U1 (test) | GHRS | RMSE0.887 | | 15 | 3mo ago |
| MovieLens 100K (80/20 train test) | GC-MC+Feat | RMSE0.905 | | 14 | 3mo ago |
| Google Reviews | | MAE0.835 | | 12 | 23d ago |
| Amazon Sports | 10 H+BLUE | MAE0.876 | | 12 | 23d ago |
| Amazon Electronics | 10 H+BLUE | MAE1.093 | | 12 | 23d ago |
| Amazon Clothing | 10 H+BLUE | MAE1.02 | | 12 | 23d ago |
| Douban Movie -> Music (80% test ratio) | NF-NPCDR | MAE0.4581 | | 12 | 1mo ago |
| Douban Movie -> Music (50% test ratio) | NF-NPCDR | MAE0.4233 | | 12 | 1mo ago |
| Douban-Movie -> Douban-Music (20% test ratio) | NF-NPCDR | MAE0.4339 | | 12 | 1mo ago |
| Douban Movie -> Book 50% test ratio | NF-NPCDR | MAE0.4148 | | 12 | 1mo ago |
| KuaiRec unbiased (test) | ESCM2-DR | AUC78.8 | | 12 | 2mo ago |
| Music unbiased (test) | ESCM2-DR | AUC68.8 | | 12 | 2mo ago |
| Coat unbiased (test) | ESCM2-DR | AUC0.73 | | 12 | 2mo ago |
| Amazon Beauty (test) | Our Method (zero-shot CoT) | Multi. RMSE1.6 | | 11 | 1mo ago |
| Epinions (80% train) | GraphRec | MAE0.8168 | | 9 | 3mo ago |
| Epinions (60% train) | GraphRec | MAE0.8441 | | 9 | 3mo ago |
| Ciao (80% train) | GraphRec | MAE0.7387 | | 9 | 3mo ago |
| Ciao (60% train) | GraphRec | MAE0.754 | | 9 | 3mo ago |
