Sequential Recommendation on Beauty (K=20 Metrics)
10.12Recall@10PRISM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRISMBase Model=InDiRec2026.01 | 10.12 | 13.88 | 6.18 | 7.11 | |
| REARM2026.01 | 9.54 | 13.11 | 5.74 | 6.59 | |
| DGMRec2026.01 | 9.43 | 13.01 | 5.79 | 6.65 | |
| InDiRec2026.01 | 9.41 | 12.86 | 5.73 | 6.6 | |
| HM4SR2026.01 | 9.3 | 12.99 | 5.65 | 6.51 | |
| TedRec2026.01 | 9.27 | 11.88 | 5.27 | 6.31 | |
| DiffuRec2026.01 | 8.54 | 10.61 | 5.48 | 6.42 | |
| DTRecBackbone Model=SASRec, Variant=DTRec2025.12 | 8.28 | 12.94 | 4.09 | 5.27 | |
| PRISMBase Model=STOSA2026.01 | 7.62 | 10.83 | 4.81 | 5.49 | |
| PAMD2026.01 | 7.33 | 10.71 | 4.18 | 4.85 | |
| MMMLP2026.01 | 7.25 | 10.56 | 4.22 | 5.01 | |
| MMSBR2026.01 | 7.19 | 10.62 | 4.06 | 4.74 | |
| PRISMModel Category=Generative Models2026.01 | 7.13 | 10.3 | 3.87 | 4.67 | |
| LARESBackbone Model=SASRec, Variant=LARES2025.12 | 7.07 | 11 | 3.32 | 4.32 | |
| ReaRecBackbone Model=SASRec, Variant=ReaRec2025.12 | 6.86 | 10.71 | 3.28 | 4.16 | |
| PRISMBase Model=SASRec2026.01 | 6.81 | 10.51 | 3.43 | 4.57 | |
| DTRecBackbone Model=GRU4Rec, Variant=DTRec2025.12 | 6.77 | 10.37 | 3.38 | 4.32 | |
| ActionPieceModel Category=Generative Models2026.01 | 6.67 | 10.13 | 3.45 | 4.32 | |
| SASRecBackbone Model=SASRec, Variant=Base2025.12 | 6.64 | 10.44 | 3.16 | 4.11 | |
| UniSRec2026.01 | 6.61 | 9.88 | 3.86 | 4.39 | |
| STOSA2026.01 | 6.48 | 9.41 | 3.39 | 3.85 | |
| LETTERModel Category=Generative Models2026.01 | 6.16 | 9.4 | 3.35 | 4.16 | |
| LARESBackbone Model=GRU4Rec, Variant=LARES2025.12 | 6.05 | 9.65 | 3.08 | 3.99 | |
| EAGERModel Category=Generative Models2026.01 | 6 | 8.84 | 3.35 | 4.07 | |
| TIGERModel Category=Generative Models2026.01 | 5.88 | 8.57 | 3.09 | 3.77 | |
| ReaRecBackbone Model=GRU4Rec, Variant=ReaRec2025.12 | 5.82 | 9.01 | 2.86 | 3.66 | |
| GRU4RecBackbone Model=GRU4Rec, Variant=Base2025.12 | 5.69 | 8.71 | 2.81 | 3.57 | |
| DTRecBackbone Model=BERT4Rec, Variant=DTRec2025.12 | 5.54 | 8.74 | 2.72 | 3.52 | |
| VBPR2026.01 | 5.51 | 8.42 | 2.52 | 3.37 | |
| LightGCN2026.01 | 5.49 | 8.61 | 2.58 | 3.55 | |
| BERT4Rec2026.01 | 5.45 | 8.52 | 2.54 | 3.51 | |
| SASRec2026.01 | 5.34 | 8.39 | 2.47 | 3.32 | |
| SASRecModel Category=Traditional Models2026.01 | 4.89 | 7.69 | 2.11 | 2.82 | |
| LARESBackbone Model=BERT4Rec, Variant=LARES2025.12 | 4.81 | 7.72 | 2.13 | 2.77 | |
| NextItNetModel Category=Traditional Models2026.01 | 4.47 | 7.14 | 2.2 | 2.87 | |
| LightGCNModel Category=Traditional Models2026.01 | 4.38 | 6.9 | 2.12 | 2.76 | |
| ReaRecBackbone Model=BERT4Rec, Variant=ReaRec2025.12 | 4.27 | 6.78 | 1.94 | 2.71 | |
| BERT4RecModel Category=Traditional Models2026.01 | 4.13 | 6.27 | 2.2 | 2.74 | |
| BERT4RecBackbone Model=BERT4Rec, Variant=Base2025.12 | 3.94 | 6.51 | 1.88 | 2.53 | |
| GRU4RecModel Category=Traditional Models2026.01 | 2.53 | 4.26 | 1.21 | 1.64 | |
| CaserModel Category=Traditional Models2026.01 | 2.37 | 3.97 | 1.16 | 1.56 | |
| HGNModel Category=Traditional Models2026.01 | 1.94 | 3.09 | 0.93 | 1.22 |