Sequential Recommendation on Sports (test)
5.5HR@10FLAME
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FLAME2026.04 | 5.5 | 3.79 | 2.63 | 3.18 | 7.96 | 3.8 | — | — | — | |
| FamouSRec2026.04 | 5.27 | 3.6 | 2.52 | 3.06 | 7.36 | 3.59 | — | — | — | |
| MARS-TBackbone=Transformer, Seeds=52026.06 | 5.22 | — | — | — | — | — | — | 2.43 | 1.57 | |
| MARSBackbone selection=Selected by Avg Seq Length2026.06 | 5.22 | — | — | — | — | — | — | 2.43 | 1.57 | |
| DHEN2026.04 | 5.16 | 3.49 | 2.47 | 2.98 | 7.27 | 3.52 | — | — | — | |
| CT4Rec2026.04 | 5.11 | 3.48 | 2.45 | 2.98 | 7.23 | 3.51 | — | — | — | |
| CL4SRec2026.04 | 5.1 | 3.47 | 2.42 | 2.94 | 7.21 | 3.47 | — | — | — | |
| MCLRec2026.04 | 4.98 | 3.35 | 2.34 | 2.86 | 7.13 | 3.4 | — | — | — | |
| RaSeRec2024.12 | 4.97 | — | — | 2.64 | — | — | — | — | — | |
| EMKD2026.04 | 4.95 | 3.1 | 2.08 | 2.66 | 7.03 | 3.41 | — | — | — | |
| TiSASRec2026.06 | 4.84 | — | — | — | — | — | — | 2.3 | 1.52 | |
| DuoRec2024.12 | 4.79 | — | — | 2.48 | — | — | — | — | — | |
| MARS-MBackbone=Mamba, Seeds=52026.06 | 4.73 | — | — | — | — | — | — | 2.26 | 1.51 | |
| DuoRec2026.04 | 4.7 | 3.32 | 2.39 | 2.83 | 6.65 | 3.33 | — | — | — | |
| MCLRec2024.12 | 4.62 | — | — | 2.41 | — | — | — | — | — | |
| FMLPRec2026.04 | 4.62 | 3.17 | 2.17 | 2.63 | 6.66 | 3.15 | — | — | — | |
| FEARec2026.06 | 4.6 | — | — | — | — | — | — | 2.19 | 1.44 | |
| SASRec2026.06 | 4.53 | — | — | — | — | — | — | 2.14 | 1.41 | |
| AdaTTABase Model=SASRec, Augmentation Strategy=Adaptive2026.04 | 4.44 | 2.82 | 1.81 | 2.33 | 6.77 | 2.92 | — | — | — | |
| ICLRec2024.12 | 4.33 | — | — | 2.34 | — | — | — | — | — | |
| SASRec + TMask-RBase Model=SASRec, Augmentation Strategy=TMask-R2026.04 | 4.28 | 2.62 | 1.68 | 2.22 | 6.6 | 2.8 | — | — | — | |
| CoSeRec2024.12 | 4.22 | — | — | 2.34 | — | — | — | — | — | |
| SASRec + ReorderBase Model=SASRec, Augmentation Strategy=Reorder2026.04 | 4.16 | 2.61 | 1.66 | 2.15 | 6.43 | 2.72 | — | — | — | |
| SASRec + CropBase Model=SASRec, Augmentation Strategy=Crop2026.04 | 4.13 | 2.62 | 1.67 | 2.15 | 6.38 | 2.72 | — | — | — | |
| SASRec2026.04 | 3.95 | 2.78 | 1.97 | 2.36 | 5.6 | 2.77 | — | — | — | |
| SASRec + TNoiseBase Model=SASRec, Augmentation Strategy=TNoise2026.04 | 3.94 | 2.39 | 1.52 | 2.02 | 6 | 2.53 | — | — | — | |
| CL4SRec2024.12 | 3.92 | — | — | 1.95 | — | — | — | — | — | |
| SASRec + SubstituteBase Model=SASRec, Augmentation Strategy=Substitute2026.04 | 3.68 | 2.12 | 1.26 | 1.77 | 5.9 | 2.32 | — | — | — | |
| SASRec + InsertBase Model=SASRec, Augmentation Strategy=Insert2026.04 | 3.58 | 2.07 | 1.26 | 1.75 | 5.66 | 2.27 | — | — | — | |
| GRU4Rec2026.04 | 3.52 | 2.24 | 1.44 | 1.85 | 5.51 | 2.35 | — | — | — | |
| Mamba4Rec2026.06 | 3.5 | — | — | — | — | — | — | 2.08 | 1.65 | |
| SASRec + TMask-BBase Model=SASRec, Augmentation Strategy=TMask-B2026.04 | 3.43 | 2.05 | 1.29 | 1.73 | 5.42 | 2.23 | — | — | — | |
| Echo2026.06 | 3.4 | — | — | — | — | — | — | 2.08 | 1.67 | |
| SASRec2024.12 | 3.36 | — | — | 1.69 | — | — | — | — | — | |
| BERT4Rec2026.04 | 3.36 | 2.11 | 1.34 | 1.75 | 5.21 | 2.21 | — | — | — | |
| BERT4Rec2024.12 | 3.26 | — | — | 1.53 | — | — | — | — | — | |
| CORE2026.06 | 3.24 | — | — | — | — | — | — | 1.26 | 0.69 | |
| SIGMA2026.06 | 3.2 | — | — | — | — | — | — | 1.77 | 1.33 | |
| SASRec (Base)Base Model=SASRec, Augmentation Strategy=None2026.04 | 3.17 | 1.9 | 1.21 | 1.61 | 4.95 | 2.06 | — | — | — | |
| NARM2026.06 | 3.12 | — | — | — | — | — | — | 1.6 | 1.14 | |
| AdaTTABase Model=GRU4Rec, Augmentation Strategy=Adaptive2026.04 | 3.11 | 1.86 | 1.18 | 1.58 | 5.11 | 2.08 | — | — | — | |
| GRU4Rec2026.06 | 3.06 | — | — | — | — | — | — | 1.58 | 1.13 | |
| GRU4Rec2024.12 | 2.74 | — | — | 1.37 | — | — | — | — | — | |
| GRU4Rec + CropBase Model=GRU4Rec, Augmentation Strategy=Crop2026.04 | 2.74 | 1.54 | 0.96 | 1.35 | 4.53 | 1.8 | — | — | — | |
| GRU4Rec + TMask-RBase Model=GRU4Rec, Augmentation Strategy=TMask-R2026.04 | 2.73 | 1.56 | 1 | 1.37 | 4.61 | 1.84 | — | — | — | |
| S³-Rec2024.12 | 2.65 | — | — | 1.35 | — | — | — | — | — | |
| GRU4Rec + TMask-BBase Model=GRU4Rec, Augmentation Strategy=TMask-B2026.04 | 2.63 | 1.56 | 0.99 | 1.33 | 4.41 | 1.78 | — | — | — | |
| GRU4Rec + ReorderBase Model=GRU4Rec, Augmentation Strategy=Reorder2026.04 | 2.62 | 1.51 | 0.92 | 1.27 | 4.53 | 1.75 | — | — | — | |
| GRU4Rec + InsertBase Model=GRU4Rec, Augmentation Strategy=Insert2026.04 | 2.55 | 1.4 | 0.87 | 1.23 | 4.47 | 1.72 | — | — | — | |
| GRU4Rec + SubstituteBase Model=GRU4Rec, Augmentation Strategy=Substitute2026.04 | 2.45 | 1.38 | 0.87 | 1.21 | 4.24 | 1.66 | — | — | — | |
| Caser2024.12 | 2.31 | — | — | 1.26 | — | — | — | — | — | |
| Caser2026.04 | 2.22 | 1.37 | 0.86 | 1.14 | 3.66 | 1.5 | — | — | — | |
| BPR-MF2024.12 | 1.88 | — | — | 0.83 | — | — | — | — | — | |
| BERT4Rec2026.06 | 1.66 | — | — | — | — | — | — | 0.81 | 0.56 | |
| GRU4Rec (Base)Base Model=GRU4Rec, Augmentation Strategy=None2026.04 | 1.57 | 0.83 | 0.51 | 0.75 | 2.91 | 1.08 | — | — | — | |
| GRU4Rec + TNoiseBase Model=GRU4Rec, Augmentation Strategy=TNoise2026.04 | 1.56 | 0.79 | 0.47 | 0.71 | 2.79 | 1.02 | — | — | — | |
| PopRec2024.12 | 0.9 | — | — | 0.51 | — | — | — | — | — | |
| BERT4Rec2024.12 | — | 1.76 | 1.05 | — | — | — | — | — | — | |
| BPR-MF2024.12 | — | 0.92 | 0.53 | — | — | — | — | — | — | |
| Caser2024.12 | — | 1.39 | 0.85 | — | — | — | — | — | — | |
| CL4SRec2024.12 | — | 2.38 | 1.46 | — | — | — | — | — | — | |
| CoSeRec2024.12 | — | 2.78 | 1.88 | — | — | — | — | — | — | |
| DuoRec2024.12 | — | 3.15 | 1.96 | — | — | — | — | — | — | |
| GRU4Rec2024.12 | — | 1.37 | 0.96 | — | — | — | — | — | — | |
| ICLRec2024.12 | — | 2.71 | 1.82 | — | — | — | — | — | — | |
| MCLRec2024.12 | — | 2.94 | 1.87 | — | — | — | — | — | — | |
| PopRec2024.12 | — | 0.55 | 0.4 | — | — | — | — | — | — | |
| RaSeRecBackbone=SASRec2024.12 | — | 3.31 | 2.11 | — | — | — | — | — | — | |
| S3Rec_MIP2024.12 | — | 1.57 | 0.98 | — | — | — | — | — | — | |
| SASRec2024.12 | — | 2.18 | 1.27 | — | — | — | — | — | — |