Sequential Recommendation on Toys (Recall@1, Recall@5, Recall@10, NDCG@5, NDCG@10, MRR)
20.06Recall@1G2Rec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| G2RecMethod Type=Graph-Based2026.06 | 20.06 | 37.79 | 46.91 | 29.31 | 32.25 | 29.42 | |
| GRU4RecMethod Type=Sequential / Tokenization-Based2026.06 | 18.78 | 36.82 | 46.63 | 28.2 | 31.36 | 28.42 | |
| HeLLMMethod Type=Graph-Based2026.06 | 15.07 | 27.17 | 33.75 | 21.47 | 23.59 | 22.28 | |
| LightGCNMethod Type=Graph-Based2026.06 | 13.1 | 27.99 | 37.21 | 20.78 | 23.74 | 21.54 | |
| SASRecMethod Type=Sequential / Tokenization-Based2026.06 | 12.62 | 33.44 | 44.93 | 23.27 | 26.98 | 23.38 | |
| EAGERMethod Type=Sequential / Tokenization-Based2026.06 | 12.01 | 27.17 | 37.77 | 19.77 | 23.19 | 20.75 | |
| BERT4RecMethod Type=Sequential / Tokenization-Based2026.06 | 11.14 | 26.14 | 35.4 | 18.85 | 21.83 | 19.67 | |
| CaserMethod Type=Sequential / Tokenization-Based2026.06 | 9.97 | 27.95 | 38.96 | 19.19 | 22.74 | 19.73 | |
| POPMethod Type=Classic2026.06 | 5.85 | 19.77 | 30.08 | 12.86 | 16.18 | 14.3 | |
| MFMethod Type=Classic2026.06 | 2.57 | 9.78 | 17.15 | 6.14 | 8.5 | 8.19 |