| MovieLens 90/10 1M (train test) | CF-NADE | RMSE0.829 | | 27 | 1mo ago |
| Amazon Instant Video 5-core (test) | REVLoRA (Llama 1B) | MAE0.6204 | | 15 | 1mo ago |
| Amazon Musical Instruments 5-core (test) | REVLoRA (Llama 1B) | MAE0.5271 | | 15 | 1mo ago |
| Steam | ALIGNUSER+ | RMSE0.497 | | 15 | 4d ago |
| AmazonBook | ALIGNUSER+ | RMSE0.4649 | | 15 | 4d ago |
| MovieLens | ALIGNUSER+ | RMSE0.4292 | | 15 | 4d ago |
| MovieLens 100k U1 (test) | GHRS | RMSE0.887 | | 15 | 1mo ago |
| MovieLens 100K (80/20 train test) | GC-MC+Feat | RMSE0.905 | | 14 | 1mo ago |
| KuaiRec unbiased (test) | ESCM2-DR | AUC78.8 | | 12 | 23d ago |
| Music unbiased (test) | ESCM2-DR | AUC68.8 | | 12 | 23d ago |
| Coat unbiased (test) | ESCM2-DR | AUC0.73 | | 12 | 23d ago |
| Epinions (80% train) | GraphRec | MAE0.8168 | | 9 | 1mo ago |
| Epinions (60% train) | GraphRec | MAE0.8441 | | 9 | 1mo ago |
| Ciao (80% train) | GraphRec | MAE0.7387 | | 9 | 1mo ago |
| Ciao (60% train) | GraphRec | MAE0.754 | | 9 | 1mo ago |
| Amazon 5-core Office Products | REVLoRA (Llama 1B) | MAE0.5557 | | 8 | 1mo ago |
| MovieLens 20M (90%/10%) | I-CFN++ | RMSE0.7652 | | 8 | 1mo ago |
| MovieLens 10M (90%/10%) | I-CFN++ | RMSE0.7754 | | 8 | 1mo ago |
| Amazon Movies TV (test) | Our Method (zero-shot CoT) | Binary Accuracy62 | | 7 | 1mo ago |
| Amazon Beauty (test) | Our Method (zero-shot CoT) | Binary Acc56 | | 7 | 1mo ago |
| Douban | I-CFN | RMSE0.6911 | | 7 | 1mo ago |
| Clothing | Curr-RLCER | RMSE0.6099 | | 6 | 10d ago |
| Sports | Curr-RLCER | RMSE0.6943 | | 6 | 10d ago |
| Baby | Curr-RLCER | RMSE0.6899 | | 6 | 10d ago |
| Amazon 5-core Movies and TV | REVLoRA (Llama 1B) | MAE0.6613 | | 5 | 1mo ago |
