Sequential Recommendation on Tmall
13.35Hit Rate @10RecGRELA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RecGRELA2025.06 | 13.35 | 10.22 | 6.75 | 5.6 | 7.76 | 6.01 | — | — | — | |
| SIGMA2025.06 | 12.81 | 9.82 | 6.45 | 5.33 | 7.24 | 5.78 | — | — | — | |
| Mamba2025.06 | 12.52 | 9.08 | 6.05 | 4.22 | 6.9 | 4.73 | — | — | — | |
| LinRec2025.06 | 12.45 | 8.95 | 5.99 | 4.15 | 6.92 | 4.85 | — | — | — | |
| RecBLR2025.06 | 12.45 | 9.75 | 6.37 | 5.25 | 7.2 | 5.69 | — | — | — | |
| MUFFIN2025.06 | 12.41 | 9.51 | 6.23 | 5.03 | 7.15 | 4.68 | — | — | — | |
| Echo2025.06 | 12.34 | 9.21 | 6.18 | 4.39 | 6.85 | 4.81 | — | — | — | |
| Euler2025.06 | 12.33 | 9.45 | 6.1 | 4.95 | 7.11 | 4.56 | — | — | — | |
| LRURec2025.06 | 11.88 | 8.32 | 5.81 | 4.01 | 6.53 | 4.41 | — | — | — | |
| SASRec2025.06 | 11.72 | 8.54 | 5.43 | 3.81 | 6.41 | 4.37 | — | — | — | |
| BITRecModel Type=Generative Recommendation, #Param.=805.1M2026.04 | 4.07 | — | — | — | 2.44 | — | 7.01 | 3.09 | 2.15 | |
| SASRecModel Type=Sequential Recommendation, #Param.=800.0M2026.04 | 3.94 | — | — | — | 2.1 | — | 6.94 | 2.77 | 1.75 | |
| GRU4RecModel Type=Sequential Recommendation, #Param.=800.1M2026.04 | 3.26 | — | — | — | 1.89 | — | 6.17 | 2.53 | 1.68 | |
| MBGenModel Type=Generative Recommendation, #Param.=800.3M2026.04 | 2.71 | — | — | — | 1.53 | — | 5.36 | 2.11 | 1.37 | |
| HSTU32Model Type=Generative Recommendation, #Param.=800.1M2026.04 | 2.66 | — | — | — | 1.57 | — | 4.85 | 2.05 | 1.4 | |
| BLADEModel Type=Generative Recommendation, #Param.=805.6M2026.04 | 2.63 | — | — | — | 1.47 | — | 5.4 | 2.08 | 1.32 | |
| PBATModel Type=Multi-Behavior Recommendation, #Param.=802.9M2026.04 | 2.38 | — | — | — | 1.34 | — | 4.82 | 1.88 | 1.21 | |
| MBHTModel Type=Multi-Behavior Recommendation, #Param.=800.6M2026.04 | 2.32 | — | — | — | 1.3 | — | 4.67 | 1.81 | 1.17 | |
| HSTU64Model Type=Generative Recommendation, #Param.=800.4M2026.04 | 2.26 | — | — | — | 1.36 | — | 4.22 | 1.79 | 1.23 | |
| HSTU48Model Type=Generative Recommendation, #Param.=800.2M2026.04 | 2.25 | — | — | — | 1.34 | — | 4.24 | 1.77 | 1.21 | |
| GAMERModel Type=Generative Recommendation, #Param.=804.1M2026.04 | 1.93 | — | — | — | 1.05 | — | 4.23 | 1.55 | 0.97 | |
| BERT4RecModel Type=Sequential Recommendation, #Param.=800.0M2026.04 | 0.9 | — | — | — | 0.5 | — | 1.97 | 0.73 | 0.48 |