Sequential Recommendation on Sports
5.83Recall@10SRSUPM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SRSUPMBackbone=SASRec2026.02 | 5.83 | 8.45 | 2.92 | 3.8 | |
| SRSUPMBackbone=LightSANs2026.02 | 5.75 | 8.34 | 2.82 | 3.69 | |
| PRISMBase Model=InDiRec2026.01 | 5.57 | 8.09 | 3.37 | 4.01 | |
| IOCLRec2026.02 | 5.54 | 7.96 | 2.81 | 3.36 | |
| DIFF2026.02 | 5.54 | 8.13 | 2.71 | 3.62 | |
| DTRecBackbone Model=SASRec, Variant=DTRec2025.12 | 5.53 | 8.55 | 2.77 | 3.54 | |
| Meta-SGCL2026.02 | 5.36 | 7.78 | 2.6 | 3.23 | |
| IBLSRec2026.02 | 5.34 | 7.51 | 2.78 | 3.31 | |
| HM4SR2026.01 | 5.28 | 7.61 | 3.01 | 3.59 | |
| ASIF2026.02 | 5.22 | 7.54 | 2.35 | 2.98 | |
| InDiRec2026.01 | 5.22 | 7.52 | 3.09 | 3.67 | |
| REARM2026.01 | 5.2 | 7.55 | 3.19 | 3.82 | |
| LightSANs2026.02 | 5.18 | 7.2 | 2.49 | 2.92 | |
| DGMRec2026.01 | 5.13 | 7.48 | 3.12 | 3.71 | |
| MSSR2026.02 | 5.07 | 7.46 | 2.37 | 3.1 | |
| SASRec2026.02 | 5.01 | 7.06 | 2.34 | 2.78 | |
| PoMRec2026.02 | 5.01 | 7.66 | 2.52 | 3.14 | |
| TedRec2026.01 | 5.01 | 7.25 | 3.08 | 3.69 | |
| DiffuRec2026.01 | 4.81 | 7.21 | 3.05 | 3.61 | |
| LARESBackbone Model=SASRec, Variant=LARES2025.12 | 4.81 | 7.28 | 2.3 | 2.92 | |
| CDR2026.02 | 4.78 | 6.7 | 2.34 | 2.86 | |
| ReaRecBackbone Model=SASRec, Variant=ReaRec2025.12 | 4.75 | 7.42 | 2.24 | 2.93 | |
| IMSR2026.02 | 4.73 | 6.74 | 2.38 | 2.91 | |
| STOSA2026.02 | 4.64 | 6.57 | 2.21 | 2.73 | |
| SASRecBackbone Model=SASRec, Variant=Base2025.12 | 4.45 | 6.92 | 2.12 | 2.74 | |
| PRISMBase Model=STOSA2026.01 | 4.33 | 6.21 | 2.58 | 3.01 | |
| PRISMModel Category=Generative Models2026.01 | 4.09 | 6.36 | 2.06 | 2.64 | |
| PRISMBase Model=SASRec2026.01 | 4.06 | 6.13 | 2.27 | 2.91 | |
| DTRecBackbone Model=GRU4Rec, Variant=DTRec2025.12 | 4.02 | 6.42 | 2.08 | 2.65 | |
| TIGERModel Category=Generative Models2026.01 | 4.01 | 6.17 | 2.1 | 2.64 | |
| MMSBR2026.01 | 3.93 | 5.79 | 2.35 | 2.45 | |
| LETTERModel Category=Generative Models2026.01 | 3.91 | 5.97 | 2.06 | 2.58 | |
| PAMD2026.01 | 3.9 | 5.74 | 2.21 | 2.41 | |
| STOSA2026.01 | 3.89 | 5.6 | 2.2 | 2.64 | |
| SRSUPMBackbone=GRU4Rec2026.02 | 3.88 | 6.73 | 2.11 | 2.73 | |
| MMMLP2026.01 | 3.81 | 5.67 | 2.14 | 2.33 | |
| LightGCN2026.01 | 3.66 | 5.35 | 2.03 | 2.42 | |
| ReaRecBackbone Model=GRU4Rec, Variant=ReaRec2025.12 | 3.65 | 5.73 | 1.81 | 2.37 | |
| UniSRec2026.01 | 3.61 | 5.44 | 1.99 | 2.23 | |
| DTRecBackbone Model=BERT4Rec, Variant=DTRec2025.12 | 3.57 | 5.52 | 1.73 | 2.32 | |
| LARESBackbone Model=GRU4Rec, Variant=LARES2025.12 | 3.51 | 5.69 | 1.8 | 2.31 | |
| BERT4Rec2026.01 | 3.42 | 5.12 | 1.72 | 2.16 | |
| GRU4RecBackbone Model=GRU4Rec, Variant=Base2025.12 | 3.42 | 5.49 | 1.75 | 2.27 | |
| SASRec2026.01 | 3.36 | 5.05 | 1.75 | 2.18 | |
| EAGERModel Category=Generative Models2026.01 | 3.32 | 5 | 1.7 | 2.12 | |
| SRSUPMBackbone=Bert4Rec2026.02 | 3.27 | 5.39 | 1.71 | 2.16 | |
| VBPR2026.01 | 3.21 | 4.92 | 1.59 | 1.95 | |
| GRU4Rec2026.02 | 3.2 | 4.75 | 1.72 | 2.14 | |
| SRSUPMBackbone=Caser2026.02 | 3.07 | 5.2 | 1.59 | 2.07 | |
| Bert4Rec2026.02 | 3.04 | 4.68 | 1.47 | 1.85 | |
| ReaRecBackbone Model=BERT4Rec, Variant=ReaRec2025.12 | 3.01 | 4.59 | 1.51 | 1.75 | |
| SASRecModel Category=Traditional Models2026.01 | 2.95 | 4.71 | 1.26 | 1.7 | |
| Caser2026.02 | 2.92 | 4.51 | 1.36 | 1.76 | |
| LightGCNModel Category=Traditional Models2026.01 | 2.79 | 4.73 | 1.43 | 1.92 | |
| LARESBackbone Model=BERT4Rec, Variant=LARES2025.12 | 2.74 | 4.32 | 1.31 | 1.72 | |
| NextItNetModel Category=Traditional Models2026.01 | 2.65 | 4.33 | 1.35 | 1.77 | |
| BERT4RecBackbone Model=BERT4Rec, Variant=Base2025.12 | 2.44 | 3.94 | 1.24 | 1.62 | |
| ActionPieceModel Category=Generative Models2026.01 | 2.31 | 4.01 | 1.03 | 1.45 | |
| BERT4RecModel Category=Traditional Models2026.01 | 2.03 | 3.48 | 1.01 | 1.37 | |
| GRU4RecModel Category=Traditional Models2026.01 | 1.92 | 2.96 | 1.01 | 1.27 | |
| CaserModel Category=Traditional Models2026.01 | 1.82 | 2.78 | 0.9 | 1.14 | |
| HGNModel Category=Traditional Models2026.01 | 1.22 | 2.02 | 0.67 | 0.87 |