Sequential Recommendation on Yelp (Recall/NDCG/MRR @1, 5, 10)
26.96Recall@1LightGCN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LightGCNMethod Type=Graph-Based2026.06 | 26.96 | 55.17 | 67.56 | 41.65 | 45.66 | 40.25 | |
| G2RecMethod Type=Graph-Based2026.06 | 25.58 | 61.05 | 77.36 | 43.98 | 49.27 | 41.8 | |
| SASRecMethod Type=Sequential / Tokenization-Based2026.06 | 24.05 | 59.76 | 75.97 | 42.52 | 47.78 | 40.26 | |
| GRU4RecMethod Type=Sequential / Tokenization-Based2026.06 | 23.75 | 57.45 | 73.73 | 41.13 | 46.42 | 39.27 | |
| BERT4RecMethod Type=Sequential / Tokenization-Based2026.06 | 21.88 | 51.11 | 66.61 | 36.96 | 41.98 | 35.95 | |
| HeLLMMethod Type=Graph-Based2026.06 | 21.48 | 40.53 | 49.09 | 31.6 | 34.36 | 31.42 | |
| CaserMethod Type=Sequential / Tokenization-Based2026.06 | 20.53 | 54.37 | 72.65 | 37.84 | 43.75 | 36.3 | |
| EAGERMethod Type=Sequential / Tokenization-Based2026.06 | 9.76 | 29.03 | 40.88 | 19.6 | 23.43 | 20.09 | |
| POPMethod Type=Classic2026.06 | 8.01 | 24.15 | 36.09 | 16.22 | 20.07 | 17.4 | |
| MFMethod Type=Classic2026.06 | 6.24 | 20.36 | 31.53 | 13.33 | 16.92 | 14.7 |