Ranking Evaluation (Recall/NDCG) on Amazon Clothing (test)
7.08Recall@10SSR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSR2025.12 | 7.08 | 10.32 | 3.86 | 4.66 | |
| SMORE2025.12 | 6.59 | 9.87 | 3.6 | 4.43 | |
| AlignRec2025.12 | 6.51 | 9.93 | 3.56 | 4.37 | |
| MMIL2025.12 | 6.43 | 9.61 | 3.48 | 4.28 | |
| MIG-GTMultimodal=true, GNN=true2024.12 | 6.36 | 9.34 | 3.47 | 4.22 | |
| FREEDOMMultimodal=true, GNN=true2024.12 | 6.26 | 9.32 | 3.38 | 4.16 | |
| FREEDOM2025.12 | 6.16 | 9.17 | 3.33 | 4.09 | |
| DiffMM2025.12 | 5.93 | 8.74 | 3.25 | 3.96 | |
| BM32025.12 | 5.77 | 8.45 | 3.16 | 3.87 | |
| LATTICE2025.12 | 5.03 | 7.55 | 2.77 | 3.56 | |
| LATTICEMultimodal=true, GNN=true2024.12 | 4.92 | 7.33 | 2.68 | 3.3 | |
| DualGNNMultimodal=true, GNN=true2024.12 | 4.52 | 6.75 | 2.42 | 2.98 | |
| DualGNN2025.12 | 4.47 | 6.63 | 2.37 | 2.89 | |
| SLMRecMultimodal=true, GNN=true2024.12 | 4.42 | 6.59 | 2.41 | 2.96 | |
| GRCN2025.12 | 4.25 | 6.61 | 2.27 | 2.83 | |
| GRCNMultimodal=true, GNN=true2024.12 | 4.21 | 6.57 | 2.24 | 2.84 | |
| ApeGNNMultimodal=false, GNN=true2024.12 | 3.78 | 5.38 | 2.04 | 2.44 | |
| MGDNMultimodal=false, GNN=true2024.12 | 3.62 | 5.51 | 1.99 | 2.47 | |
| LightGCNMultimodal=false, GNN=true2024.12 | 3.61 | 5.44 | 1.97 | 2.43 | |
| LightGCN2025.12 | 3.61 | 5.44 | 1.97 | 2.43 | |
| RecVAE2025.12 | 3.3 | 4.85 | 1.87 | 2.27 | |
| VBPR2025.12 | 2.83 | 4.18 | 1.62 | 1.96 | |
| VBPRMultimodal=true, GNN=false2024.12 | 2.81 | 4.15 | 1.58 | 1.92 | |
| MMGCNMultimodal=true, GNN=true2024.12 | 2.27 | 3.61 | 1.54 | 1.54 | |
| MMGCN2025.12 | 2.21 | 3.57 | 1.16 | 1.51 | |
| MFMultimodal=false, GNN=false2024.12 | 2.06 | 3.03 | 1.14 | 1.38 | |
| BPR2025.12 | 2.06 | 3.03 | 1.14 | 1.38 |