Multimodal Recommendation on Amazon Clothing (test)
6.88Recall@10SPUMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPUMR2026.01 | 6.88 | 10.04 | 3.79 | 4.58 | |
| DA-MRS2026.01 | 6.47 | 9.63 | 3.53 | 4.33 | |
| CRANEModel Category=Multimodal Model2026.01 | 6.42 | 9.56 | 3.52 | 4.31 | |
| MIG-GT2026.01 | 6.36 | 9.34 | 3.47 | 4.22 | |
| FREEDOMModel Category=Multimodal Model2026.01 | 6.29 | 9.41 | 3.41 | 4.2 | |
| FREEDOM2026.01 | 6.28 | 9.41 | 3.41 | 4.2 | |
| LPIC2026.01 | 6.27 | 9.28 | 3.38 | 4.05 | |
| LPICModel Category=Multimodal Model2026.01 | 6.27 | 9.28 | 3.38 | 4.05 | |
| DGAVEModel Category=Multimodal Model2026.01 | 6.19 | 9.17 | 3.36 | 4.12 | |
| BeFA2026.01 | 5.68 | 8.57 | 3.07 | 3.81 | |
| LGMRec2026.01 | 5.55 | 8.28 | 3.02 | 3.71 | |
| LGMRecModel Category=Multimodal Model2026.01 | 5.55 | 8.28 | 3.02 | 3.71 | |
| LATTICEModel Category=Multimodal Model2026.01 | 4.92 | 7.33 | 2.68 | 3.3 | |
| GRE-MCmultimodal=true, missing-modality-aware=true2026.05 | 4.72 | 7.15 | 2.6 | 3.21 | |
| MoDiCFmultimodal=true, missing-modality-aware=true2026.05 | 4.52 | 6.86 | 2.5 | 3.04 | |
| Imputedmultimodal=true, missing-modality-aware=true2026.05 | 4.49 | 6.08 | 2.39 | 3.01 | |
| MIG-GTmultimodal=true, missing-modality-aware=false2026.05 | 4.43 | 6.64 | 2.42 | 2.99 | |
| SLMRecModel Category=Multimodal Model2026.01 | 4.42 | 6.59 | 2.41 | 2.96 | |
| DRAGONmultimodal=true, missing-modality-aware=false2026.05 | 4.4 | 6.58 | 2.45 | 3 | |
| SLMRecmultimodal=true, missing-modality-aware=false2026.05 | 4.38 | 6.29 | 2.39 | 2.87 | |
| BM3multimodal=true, missing-modality-aware=false2026.05 | 4.38 | 6.29 | 2.39 | 2.87 | |
| PGLmultimodal=true, missing-modality-aware=false2026.05 | 4.38 | 6.29 | 2.39 | 2.87 | |
| MILKmultimodal=true, missing-modality-aware=true2026.05 | 4.36 | 5.75 | 2.18 | 2.98 | |
| BM32026.01 | 4.22 | 6.21 | 2.31 | 2.81 | |
| VAE-AUR2026.01 | 3.76 | 5.72 | 2.11 | 2.6 | |
| FREEDOMmultimodal=true, missing-modality-aware=false2026.05 | 3.62 | 5.37 | 2.01 | 2.46 | |
| LightGCNModel Category=General Model2026.01 | 3.61 | 5.44 | 1.97 | 2.43 | |
| OrdRec2026.01 | 3.51 | 5.45 | 1.92 | 2.41 | |
| LightGCN2026.01 | 3.4 | 5.26 | 1.88 | 2.36 | |
| LightGCNmultimodal=false, missing-modality-aware=false2026.05 | 2.99 | 4.49 | 1.67 | 2.05 | |
| VBPR2026.01 | 2.81 | 4.15 | 1.58 | 1.92 | |
| VBPRModel Category=Multimodal Model2026.01 | 2.81 | 4.15 | 1.58 | 1.92 | |
| MMGCNModel Category=Multimodal Model2026.01 | 2.27 | 3.61 | 1.2 | 1.54 | |
| MMGCN2026.01 | 2.18 | 3.45 | 1.1 | 1.42 | |
| BPRModel Category=General Model2026.01 | 2.06 | 3.03 | 1.14 | 1.38 | |
| BPRmultimodal=false, missing-modality-aware=false2026.05 | 1.99 | 2.98 | 1.06 | 1.32 | |
| MF-BPR2026.01 | 1.87 | 2.79 | 1.03 | 1.26 |