Recommendation on Yelp (Recall and NDCG @10, 20)
6.5Recall@10ReFORM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReFORMMethod Category=LLM-Enhanced GCN Methods2026.03 | 6.5 | 10.62 | 5.46 | 6.83 | |
| RLMRecMethod Category=LLM-Enhanced GCN Methods2026.03 | 5.97 | 9.73 | 5.05 | 6.3 | |
| GRCNMethod Category=Contents-based GCN Methods2026.03 | 5.09 | 8.77 | 4.27 | 5.51 | |
| SGLMethod Category=Self-supervised GCN Methods2026.03 | 4.85 | 8.06 | 4.09 | 5.16 | |
| LightGCNMethod Category=Graph Convolution Networks (GCN) Methods2026.03 | 4.21 | 7.02 | 3.57 | 4.5 | |
| MMGCNMethod Category=Contents-based GCN Methods2026.03 | 4.16 | 7.14 | 3.4 | 4.41 | |
| GCCFMethod Category=Graph Convolution Networks (GCN) Methods2026.03 | 3.9 | 6.43 | 3.31 | 4.14 | |
| SimGCLMethod Category=Self-supervised GCN Methods2026.03 | 3.89 | 6.45 | 3.31 | 4.16 |