Sequential Recommendation on RetailRocket (H@10, N@10, MRR)
13.29Hit Rate @10 (H@10)MBHT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MBHTModel Type=Multi-Behavior Recommendation, #Param.=30.9M2026.04 | 13.29 | — | 4.79 | 5.94 | 4.11 | |
| BITRecModel Type=Generative Recommendation, #Param.=32.2M2026.04 | 9.52 | 15.33 | 5.52 | 6.81 | 5.01 | |
| BLADEModel Type=Generative Recommendation, #Param.=36.8M2026.04 | 9.31 | 15.14 | 5.47 | 6.77 | 4.66 | |
| SASRecModel Type=Sequential Recommendation, #Param.=30.6M2026.04 | 9.27 | 14.95 | 5.5 | 6.77 | 4.71 | |
| MBGenModel Type=Generative Recommendation, #Param.=30.5M2026.04 | 9.09 | 14.66 | 5.18 | 6.42 | 4.34 | |
| GRU4RecModel Type=Sequential Recommendation, #Param.=31.7M2026.04 | 8.86 | 14.48 | 5.07 | 6.32 | 4.27 | |
| PBATModel Type=Multi-Behavior Recommendation, #Param.=32.7M2026.04 | 8.3 | 13.62 | 4.95 | 6.13 | 4.26 | |
| HSTU32Model Type=Generative Recommendation, #Param.=30.3M2026.04 | 7.95 | 12.42 | 4.65 | 5.65 | 3.93 | |
| HSTU48Model Type=Generative Recommendation, #Param.=30.3M2026.04 | 7.85 | 11.98 | 4.53 | 5.45 | 3.79 | |
| HSTU64Model Type=Generative Recommendation, #Param.=30.4M2026.04 | 7.72 | 11.63 | 4.47 | 5.34 | 3.73 | |
| BERT4RecModel Type=Sequential Recommendation, #Param.=30.9M2026.04 | 5.86 | 9.27 | 3.45 | 4.2 | 2.94 | |
| GAMERModel Type=Generative Recommendation, #Param.=34.4M2026.04 | 2.07 | 4.08 | 1.2 | 1.64 | 1.09 | |
| COPFModel Type=Multi-Behavior Recommendation, #Param.=31.3M2026.04 | 0.02 | 0.11 | 0.01 | 0.03 | 0.01 |