Recommendation on Amazon Sports (test)
8.25Recall@10SSR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SSR2025.12 | 8.25 | 12.03 | 4.49 | 5.47 | — | — | |
| SMORE2025.12 | 7.62 | 11.42 | 4.08 | 5.06 | — | — | |
| AlignRec2025.12 | 7.58 | 11.6 | 4.14 | 5.17 | — | — | |
| MIG-GTMultimodal=true, GNN=true2024.12 | 7.53 | 11.3 | 4.14 | 5.11 | — | — | |
| MMIL2025.12 | 7.47 | 11.33 | 4.05 | 5.05 | — | — | |
| FREEDOMMultimodal=true, GNN=true2024.12 | 7.17 | 10.89 | 3.85 | 4.81 | — | — | |
| FREEDOM2025.12 | 7.05 | 10.77 | 3.82 | 4.78 | — | — | |
| DeepInterestGRBackbone=Qwen2.5-7B-Instruct, Beam size=202026.02 | 7.03 | — | 3.76 | — | 4.52 | 2.89 | |
| DiffMM2025.12 | 6.87 | 10.35 | 3.57 | 4.58 | — | — | |
| SLMRecMultimodal=true, GNN=true2024.12 | 6.63 | 9.9 | 3.65 | 4.5 | — | — | |
| BM32025.12 | 6.59 | 9.87 | 3.57 | 4.43 | — | — | |
| LATTICE2025.12 | 6.28 | 9.61 | 3.39 | 4.31 | — | — | |
| MiniOneRecMethod Category=Generative Recommendation Models, Backbone=Qwen2.5-7B-Instruct, Beam size=202026.02 | 6.27 | — | 3.3 | — | 3.98 | 2.51 | |
| LATTICEMultimodal=true, GNN=true2024.12 | 6.2 | 9.53 | 3.35 | 4.21 | — | — | |
| MGDNMultimodal=false, GNN=true2024.12 | 6.14 | 9.32 | 3.4 | 4.22 | — | — | |
| S-DPOMethod Category=LLM-based Models2026.02 | 6.09 | — | 3.19 | — | 3.85 | 2.42 | |
| ApeGNNMultimodal=false, GNN=true2024.12 | 6.08 | 8.92 | 3.33 | 4.07 | — | — | |
| GRCN2025.12 | 6.07 | 9.28 | 3.35 | 4.21 | — | — | |
| RecVAE2025.12 | 6.03 | 9.16 | 3.48 | 4.31 | — | — | |
| GRCNMultimodal=true, GNN=true2024.12 | 5.99 | 9.19 | 3.3 | 4.13 | — | — | |
| DualGNNMultimodal=true, GNN=true2024.12 | 5.88 | 8.99 | 3.24 | 4.04 | — | — | |
| HSTUMethod Category=Generative Recommendation Models, Beam size=202026.02 | 5.81 | — | 3.02 | — | 3.67 | 2.29 | |
| DualGNN2025.12 | 5.74 | 8.81 | 3.16 | 3.93 | — | — | |
| LightGCNMultimodal=false, GNN=true2024.12 | 5.69 | 8.64 | 3.11 | 3.87 | — | — | |
| LightGCN2025.12 | 5.69 | 8.64 | 3.11 | 3.87 | — | — | |
| VBPR2025.12 | 5.61 | 8.57 | 3.05 | 3.86 | — | — | |
| VBPRMultimodal=true, GNN=false2024.12 | 5.58 | 8.56 | 3.07 | 3.84 | — | — | |
| BIGRecMethod Category=LLM-based Models2026.02 | 5.56 | — | 2.89 | — | 3.49 | 2.18 | |
| LC-RecMethod Category=Generative Recommendation Models, Beam size=202026.02 | 5.43 | — | 2.81 | — | 3.41 | 2.12 | |
| D3Method Category=LLM-based Models2026.02 | 5.19 | — | 2.69 | — | 3.25 | 2.02 | |
| MuSICRec2026.02 | 5.08 | 8.05 | 2.67 | 3.41 | — | — | |
| TIGERMethod Category=Generative Recommendation Models, Beam size=202026.02 | 4.98 | — | 2.56 | — | 3.12 | 1.92 | |
| SMORE2026.02 | 4.8 | 7.46 | 2.54 | 3.21 | — | — | |
| FREEDOM2026.02 | 4.79 | 7.52 | 2.46 | 3.15 | — | — | |
| MGCN2026.02 | 4.76 | 7.5 | 2.51 | 3.2 | — | — | |
| S3-RecMethod Category=Transformer-based Models2026.02 | 4.57 | — | 2.3 | — | 2.83 | 1.71 | |
| LGMRec2026.02 | 4.55 | 7.15 | 2.38 | 3.03 | — | — | |
| FDSAMethod Category=Transformer-based Models2026.02 | 4.43 | — | 2.23 | — | 2.74 | 1.65 | |
| BM32026.02 | 4.35 | 6.98 | 2.24 | 2.9 | — | — | |
| MFMultimodal=false, GNN=false2024.12 | 4.32 | 6.53 | 2.41 | 2.98 | — | — | |
| BPR2025.12 | 4.32 | 6.53 | 2.41 | 2.98 | — | — | |
| BERT4RecMethod Category=Transformer-based Models2026.02 | 4.32 | — | 2.17 | — | 2.67 | 1.61 | |
| SGL2026.02 | 4.25 | 6.88 | 2.27 | 2.93 | — | — | |
| VBPR2026.02 | 4.06 | 6.38 | 2.04 | 2.63 | — | — | |
| LightGCN2026.02 | 4.02 | 6.31 | 2.13 | 2.7 | — | — | |
| MMGCNMultimodal=true, GNN=true2024.12 | 4.01 | 6.36 | 2.09 | 2.7 | — | — | |
| SASRecMethod Category=Transformer-based Models2026.02 | 4.01 | — | 2.01 | — | 2.48 | 1.49 | |
| MMGCN2025.12 | 3.94 | 6.25 | 2.03 | 2.66 | — | — | |
| GRCN2026.02 | 3.71 | 6.06 | 1.89 | 2.49 | — | — | |
| HGNMethod Category=Traditional Sequential Models2026.02 | 3.48 | — | 1.72 | — | 2.12 | 1.26 | |
| GRU4RecMethod Category=Traditional Sequential Models2026.02 | 3.24 | — | 1.61 | — | 1.98 | 1.18 | |
| CaserMethod Category=Traditional Sequential Models2026.02 | 2.91 | — | 1.42 | — | 1.75 | 1.03 | |
| FEARec2026.02 | 2.81 | 4.56 | 1.43 | 1.87 | — | — | |
| MMGCN2026.02 | 2.75 | 4.47 | 1.83 | — | — | — | |
| SASRec2026.02 | 2.74 | 4.21 | 1.4 | 1.77 | — | — | |
| SRGNN2026.02 | 1.96 | 3.14 | 1.02 | 1.32 | — | — | |
| BERT4Rec2026.02 | 1.76 | 2.73 | 0.94 | 1.18 | — | — | |
| BPR-MFTask=Direct Recommendation2026.06 | — | — | — | — | 14.78 | 8.97 | |
| BPR-MLPTask=Direct Recommendation2026.06 | — | — | — | — | 15.92 | 9.45 | |
| Light-GCNTask=Direct Recommendation2026.06 | — | — | — | — | 15.49 | 9.11 | |
| Majority VoteTask=Direct Recommendation2026.06 | — | — | — | — | 16.14 | 9.93 | |
| P5Task=Direct Recommendation2026.06 | — | — | — | — | 15.83 | 11.32 | |
| ReasonRecTask=Direct Recommendation2026.06 | — | — | — | — | 24.39 | 17.32 | |
| UniMPTask=Direct Recommendation2026.06 | — | — | — | — | 19.4 | 13.72 | |
| VIP5Task=Direct Recommendation2026.06 | — | — | — | — | 17.91 | 12.41 |