Recommendation on Amazon (R@50, R@100, CE@50, CE@100)
13.8R@50ToP-Rec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ToP-RecBackbone=LightGCN2025.12 | 13.8 | 21.2 | 52.98 | 59.02 | |
| MMRBackbone=LightGCN2025.12 | 13.71 | 21.15 | 51.41 | 57.55 | |
| LLMRec-MMRBackbone=LightGCN2025.12 | 13.63 | 21.13 | 51.77 | 58.36 | |
| LightGCNBackbone=Self2025.12 | 13.62 | 21.05 | 50.04 | 56.09 | |
| LLM4Re-ABackbone=LightGCN2025.12 | 13.59 | 20.49 | 50.28 | 58.63 | |
| RandomBackbone=LightGCN2025.12 | 13.56 | 20.62 | 51.84 | 57.92 | |
| CDMBackbone=LightGCN2025.12 | 13.49 | 21.03 | 52.28 | 58.16 | |
| LLM4Re-ADBackbone=LightGCN2025.12 | 13.32 | 20.42 | 51.31 | 58.27 | |
| LCD-UCBackbone=LightGCN2025.12 | 12.95 | 20.65 | 52.02 | 58.42 | |
| DPPBackbone=LightGCN2025.12 | 12.83 | 20.35 | 51.81 | 57.48 | |
| BoxBackbone=LightGCN2025.12 | 12.28 | 20.19 | 51.86 | 58.44 |