Recommendation on Yelp
13.08Recall@20ProEx
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ProExBase Model=LightGCN [8]2025.11 | 13.08 | — | — | — | 8.26 | |
| RLMRec-CBase Model=LightGCN [8]2025.11 | 12.3 | — | — | — | 7.76 | |
| AlphaRec*Base Model=LightGCN [8]2025.11 | 12.13 | — | — | — | 7.52 | |
| AlphaRecBase Model=LightGCN [8]2025.11 | 12.12 | — | — | — | 7.52 | |
| RLMRec-GBase Model=LightGCN [8]2025.11 | 12.09 | — | — | — | 7.61 | |
| LLMRecBase Model=LightGCN [8]2025.11 | 12.03 | — | — | — | 7.51 | |
| KARBase Model=LightGCN [8]2025.11 | 11.94 | — | — | — | 7.56 | |
| CARecBase Model=LightGCN [8]2025.11 | 11.3 | — | — | — | 7.14 | |
| DGRecModel Class=Social + Temporal (Ours)2019.02 | 8.42 | 14.27 | — | — | — | |
| NARMModel Class=Temporal2019.02 | 7.65 | 13.8 | — | — | — | |
| RNN-SessionModel Class=Temporal2019.02 | 7.56 | 13.78 | — | — | — | |
| ItemKNNModel Class=Classical2019.02 | 4.41 | 9.89 | — | — | — | |
| TranSIVModel Class=Social2019.02 | 4.2 | 11.87 | — | — | — | |
| SBPRModel Class=Social2019.02 | 4.17 | 12.07 | — | — | — | |
| SoRegModel Class=Social2019.02 | 3.98 | 12.18 | — | — | — | |
| BPR-MFModel Class=Classical2019.02 | 3.65 | 11.9 | — | — | — | |
| CMLEmbedding Size=64, Batch Size=5122018.09 | — | — | 54.996 | 77.122 | — | |
| HyperMLEmbedding Size=64, Batch Size=5122018.09 | — | — | 59.543 | 81.392 | — | |
| LRMLEmbedding Size=64, Batch Size=5122018.09 | — | — | 54.719 | 76.764 | — | |
| MF-BPREmbedding Size=64, Batch Size=5122018.09 | — | — | 56.443 | 77.926 | — | |
| MLPEmbedding Size=64, Batch Size=5122018.09 | — | — | 52.777 | 75.784 | — | |
| NCFEmbedding Size=64, Batch Size=5122018.09 | — | — | 53.078 | 72.757 | — |