Sequential Recommendation on Sports (HR@K and NDCG@K for K=5, 10, 20)
7.04HR@10WPGRec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WPGRecprotocol=full-ranking2026.04 | 7.04 | — | 9.91 | — | 4.01 | 4.39 | |
| DGRecprotocol=full-ranking2026.04 | 6.43 | — | 8.95 | — | 3.69 | 4.2 | |
| TV-Rec2025.10 | 6.35 | 4.31 | 8.8 | 2.98 | 3.63 | 4.25 | |
| TGSRecprotocol=full-ranking2026.04 | 6.34 | — | 8.79 | — | 3.54 | 4.21 | |
| BSARec2025.10 | 6.23 | 4.22 | 8.65 | 2.96 | 3.61 | 4.22 | |
| TV-Recruns=10, hyperparameters=best2025.10 | 6.1 | 4.2 | 8.63 | 2.9 | 3.51 | 4.15 | |
| BSARecruns=10, hyperparameters=best2025.10 | 6 | 4.17 | 8.44 | 2.88 | 3.49 | 4.11 | |
| BSARecprotocol=full-ranking2026.04 | 5.88 | — | 8.35 | — | 3.35 | 3.95 | |
| FEARecprotocol=full-ranking2026.04 | 5.84 | — | 8.22 | — | 3.31 | 3.87 | |
| DuoRec2025.10 | 5.49 | 3.9 | 7.79 | 2.76 | 3.28 | 3.85 | |
| AdaMCT2025.10 | 5.44 | 3.86 | 7.69 | 2.72 | 3.22 | 3.79 | |
| UFRec2026.05 | 5.43 | — | — | — | 2.57 | — | |
| WaveRecprotocol=full-ranking2026.04 | 5.29 | — | 8.84 | — | 3.62 | 4.05 | |
| MVCrec2026.04 | 5.23 | 3.52 | 7.6 | 2.38 | 2.93 | 3.52 | |
| FENRec2026.05 | 5.11 | — | — | — | 2.44 | — | |
| LRURec2025.10 | 5.02 | 3.51 | 6.98 | 2.42 | 2.91 | 3.4 | |
| ReAdBackbone=DuoRec2026.04 | 4.96 | 3.31 | 7.26 | 2.21 | 2.74 | 3.32 | |
| RaSeRec2026.04 | 4.87 | 3.15 | 7.11 | 1.96 | 2.51 | 3.08 | |
| MCLRec2026.04 | 4.86 | 3.22 | 7.2 | 2.04 | 2.6 | 3.11 | |
| ICSRec2026.05 | 4.82 | — | — | — | 2.41 | — | |
| DCrec2026.04 | 4.81 | 3.33 | 6.83 | 2.31 | 2.78 | 3.29 | |
| ICSRec2026.04 | 4.79 | 3.16 | 7.12 | 2.02 | 2.45 | 3.01 | |
| DuoRec2026.04 | 4.71 | 3.1 | 6.92 | 1.93 | 2.45 | 3 | |
| DuoRec2026.05 | 4.71 | — | — | — | 2.4 | — | |
| NextItNet2025.10 | 4.58 | 3.11 | 6.82 | 2.12 | 2.6 | 3.16 | |
| BERT4Rec2025.10 | 4.34 | 2.79 | 6.58 | 1.82 | 2.32 | 2.88 | |
| SGLprotocol=full-ranking2026.04 | 4.32 | — | 6.07 | — | 2.17 | 3.12 | |
| ICLRec2026.04 | 4.29 | 2.91 | 6.39 | 1.81 | 2.38 | 2.86 | |
| ICLRec2026.05 | 4.29 | — | — | — | 2.38 | — | |
| MCLrec2026.04 | 4.28 | 2.81 | 6.62 | 1.91 | 2.39 | 2.97 | |
| CoSeRec2026.04 | 4.26 | 2.85 | 6.36 | 1.79 | 2.31 | 2.75 | |
| LLM-ESR2026.05 | 4.26 | — | — | — | 2.28 | — | |
| CoSeRec2026.05 | 4.26 | — | — | — | 2.31 | — | |
| BERT4Recprotocol=full-ranking2026.04 | 4.12 | — | 6.38 | — | 2.25 | 2.87 | |
| CL4rec2026.04 | 4.03 | 2.58 | 6.07 | 1.71 | 2.18 | 2.69 | |
| TTA2026.04 | 3.98 | 2.39 | 6.37 | 1.68 | 2.14 | 2.66 | |
| LRD2026.05 | 3.97 | — | — | — | 2.1 | — | |
| CL4SRec2026.04 | 3.82 | 2.56 | 5.53 | 1.5 | 2.17 | 2.44 | |
| CL4SRec2026.05 | 3.82 | — | — | — | 2.17 | — | |
| SASRec2026.04 | 3.69 | 2.42 | 5.5 | 1.58 | 1.99 | 2.45 | |
| FMLPRec2025.10 | 3.58 | 2.22 | 5.49 | 1.48 | 1.91 | 2.39 | |
| BERT4Rec2026.04 | 3.51 | 2.22 | 5.27 | 1.47 | 1.89 | 2.33 | |
| ReAdBackbone=SASRec2026.04 | 3.48 | 2.32 | 5.67 | 1.6 | 1.97 | 2.36 | |
| S3-Rec2026.04 | 3.36 | 2.2 | 5.1 | 1.47 | 1.85 | 2.29 | |
| S3-Rec2026.05 | 3.36 | — | — | — | 1.85 | — | |
| SRGNN2026.04 | 3.3 | 2.14 | 5.08 | 1.44 | 1.81 | 2.26 | |
| SASRec2026.04 | 3.26 | 2.16 | 4.79 | 1.48 | 1.84 | 2.22 | |
| SASRec2026.05 | 3.26 | — | — | — | 1.84 | — | |
| SASRec2025.10 | 3.19 | 2.15 | 4.85 | 1.42 | 1.75 | 2.17 | |
| LightGCN2026.04 | 2.89 | 1.71 | 4.71 | 1.07 | 1.46 | 1.91 | |
| MCLSR2026.04 | 2.87 | 1.86 | 4.44 | 1.23 | 1.55 | 1.95 | |
| BERT4Rec2026.04 | 2.81 | 1.7 | 4.44 | 1.09 | 1.44 | 1.85 | |
| BERT4Rec2026.05 | 2.81 | — | — | — | 1.42 | — | |
| Caser2026.05 | 2.61 | — | — | — | 1.38 | — | |
| BPRMF2026.04 | 2.55 | 1.44 | 4.14 | 0.92 | 1.27 | 1.68 | |
| GRU4Rec2025.10 | 2.11 | 1.31 | 3.47 | 0.84 | 1.1 | 1.44 | |
| GRU4rec2026.04 | 1.82 | 1.13 | 3.17 | 0.73 | 0.95 | 1.29 | |
| GRU4Rec2026.04 | 1.78 | 1.07 | 2.79 | 0.68 | 0.91 | 1.16 | |
| GRU4Rec2026.05 | 1.78 | — | — | — | 0.91 | — | |
| Caser2025.10 | 1.47 | 0.91 | 2.53 | 0.64 | 0.82 | 1.09 | |
| Caser2026.04 | 0.92 | 0.6 | 1.38 | 0.43 | 0.53 | 0.65 | |
| BERT4Rec2026.05 | — | — | 4.44 | — | — | 1.85 | |
| Caser2026.05 | — | — | 3.52 | — | — | 1.68 | |
| CL4SRec2026.05 | — | — | 5.53 | — | — | 2.44 | |
| CoSeRec2026.05 | — | — | 6.36 | — | — | 2.75 | |
| DuoRec2026.05 | — | — | 6.92 | — | — | 2.9 | |
| FENRec2026.05 | — | — | 7.35 | — | — | 3 | |
| GRU4Rec2026.05 | — | — | 2.79 | — | — | 1.16 | |
| ICLRec2026.05 | — | — | 6.39 | — | — | 2.82 | |
| ICSRec2026.05 | — | — | 7.12 | — | — | 2.94 | |
| LLM-ESR2026.05 | — | — | 6.46 | — | — | 2.79 | |
| LRD2026.05 | — | — | 6.05 | — | — | 2.61 | |
| S3-Rec2026.05 | — | — | 5.1 | — | — | 2.29 | |
| SASRec2026.05 | — | — | 4.78 | — | — | 2.22 | |
| UFRec2026.05 | — | — | 7.98 | — | — | 3.21 |