| multimodal-recommendation-on-amazon-baby | FREEDOM (CLIP) | #1 | Recall: 8.95nDCG: 4.36Hit Ratio: 14.45 |
| multimodal-recommendation-on-amazon-baby | FREEDOM (ResNet50 + Sentence Bert) | #2 | Recall: 8.81nDCG: 4.31Hit Ratio: 14.28 |
| multimodal-recommendation-on-amazon-baby | LATTICE (ResNet50 + Sentence Bert) | #3 | Recall: 8.41nDCG: 4.06Hit Ratio: 13.69 |
| multimodal-recommendation-on-amazon-baby | LATTICE (MMFashion + Sentence Bert) | #4 | Recall: 8.38nDCG: 4.13Hit Ratio: 13.63 |
| multimodal-recommendation-on-amazon-baby | BM3 (AltCLIP) | #5 | Recall: 8.15nDCG: 4.10Hit Ratio: 13.53 |
| multimodal-recommendation-on-amazon-baby | BM3 (ResNet50 + Sentence Bert) | #6 | Recall: 8.05nDCG: 3.91Hit Ratio: 13.29 |
| multimodal-recommendation-on-amazon-baby | NGCF-M (Align) | #7 | Recall: 7.70nDCG: 3.66Hit Ratio: 12.61 |
| multimodal-recommendation-on-amazon-baby | LightGCN | #8 | Recall: 7.56nDCG: 3.82Hit Ratio: 12.60 |
| multimodal-recommendation-on-amazon-baby | NGCF-M (ResNet50 + Sentence Bert) | #9 | Recall: 7.18nDCG: 3.50Hit Ratio: 11.91 |
| multimodal-recommendation-on-amazon-baby | VBPR (MMFashion + Sentence Bert) | #10 | Recall: 6.42nDCG: 3.12Hit Ratio: 10.39 |
| multimodal-recommendation-on-amazon-baby | VBPR (ResNet50 + Sentence Bert) | #11 | Recall: 6.21nDCG: 2.99Hit Ratio: 10.18 |
| multimodal-recommendation-on-amazon-baby | DGCF | #12 | Recall: 6.08nDCG: 3.03Hit Ratio: 10.26 |
| multimodal-recommendation-on-amazon-baby | SGL | #13 | Recall: 5.77nDCG: 2.93Hit Ratio: 9.40 |
| multimodal-recommendation-on-amazon-baby | BPRMF | #14 | Recall: 5.48nDCG: 2.67Hit Ratio: 9.04 |
| multimodal-recommendation-on-amazon-baby | GRCN (ResNet50 + Sentence Bert) | #15 | Recall: 5.29nDCG: 2.48Hit Ratio: 8.81 |
| multimodal-recommendation-on-amazon-baby | GRCN (Align) | #16 | Recall: 5.21nDCG: 2.43Hit Ratio: 8.76 |
| multimodal-recommendation-on-amazon-baby | NGCF | #17 | Recall: 5.09nDCG: 2.39Hit Ratio: 8.59 |
| multimodal-recommendation-on-amazon-baby | ItemKNN | #18 | Recall: 2.46nDCG: 1.19Hit Ratio: 4.21 |
| multimodal-recommendation-on-amazon-beauty | LATTICE (ALIGN) | #1 | Recall: 13.93nDCG: 7.21Hit Ratio: 21.31 |
| multimodal-recommendation-on-amazon-beauty | FREEDOM (MMFashion + Sentecen Bert) | #2 | Recall: 13.87nDCG: 7.17Hit Ratio: 21.18 |
| multimodal-recommendation-on-amazon-beauty | FREEDOM (ResNet50 + Sentence Bert) | #3 | Recall: 13.85nDCG: 7.24Hit Ratio: 21.11 |
| multimodal-recommendation-on-amazon-beauty | LATTICE (ResNet50 + Sentence Bert) | #4 | Recall: 13.44nDCG: 7.03Hit Ratio: 20.65 |
| multimodal-recommendation-on-amazon-beauty | LightGCN | #5 | Recall: 12.30nDCG: 6.42Hit Ratio: 19.03 |
| multimodal-recommendation-on-amazon-beauty | VBPR (AltCLIP) | #6 | Recall: 11.94nDCG: 6.15Hit Ratio: 18.19 |
| multimodal-recommendation-on-amazon-beauty | NGCF-M (MMFashion + Sentecen Bert) | #7 | Recall: 11.93nDCG: 6.21Hit Ratio: 18.22 |
| multimodal-recommendation-on-amazon-beauty | SGL | #8 | Recall: 11.82nDCG: 6.50Hit Ratio: 18.17 |
| multimodal-recommendation-on-amazon-beauty | NGCF-M (ResNet50 + Sentence Bert) | #9 | Recall: 11.72nDCG: 6.11Hit Ratio: 18.12 |
| multimodal-recommendation-on-amazon-beauty | BM3 (ALIGN) | #10 | Recall: 11.67nDCG: 6.04Hit Ratio: 18.04 |
| multimodal-recommendation-on-amazon-beauty | VBPR (ResNet50 + Sentence Bert) | #11 | Recall: 11.54nDCG: 6.08Hit Ratio: 17.64 |
| multimodal-recommendation-on-amazon-beauty | BM3 (ResNet50 + Sentence Bert) | #12 | Recall: 11.28nDCG: 5.83Hit Ratio: 17.65 |
| multimodal-recommendation-on-amazon-beauty | BPRMF | #13 | Recall: 10.72nDCG: 5.36Hit Ratio: 16.55 |
| multimodal-recommendation-on-amazon-beauty | NGCF | #14 | Recall: 10.42nDCG: 5.27Hit Ratio: 16.21 |
| multimodal-recommendation-on-amazon-beauty | DGCF | #15 | Recall: 10.42nDCG: 5.27Hit Ratio: 16.21 |
| multimodal-recommendation-on-amazon-beauty | GRCN (ALIGN) | #16 | Recall: 10.26nDCG: 5.15Hit Ratio: 16.09 |
| multimodal-recommendation-on-amazon-beauty | GRCN (ResNet50 + Sentence Bert) | #17 | Recall: 9.57nDCG: 4.83Hit Ratio: 14.89 |
| multimodal-recommendation-on-amazon-beauty | ItemKNN | #18 | Recall: 6.97nDCG: 3.85Hit Ratio: 10.89 |
| multimodal-recommendation-on-amazon-digital-music | LATTICE (ResNet50 + Sentence Bert) | #1 | Recall: 29.40nDCG: 16.07Hit Ratio: 43.60 |
| multimodal-recommendation-on-amazon-digital-music | FREEDOM (ResNet50 + Sentence Bert) | #2 | Recall: 29.05nDCG: 16.15Hit Ratio: 43.46 |
| multimodal-recommendation-on-amazon-digital-music | LightGCN | #3 | Recall: 28.66nDCG: 14.95Hit Ratio: 43.19 |
| multimodal-recommendation-on-amazon-digital-music | VBPR (ResNet50 + Sentence Bert) | #4 | Recall: 28.37nDCG: 15.22Hit Ratio: 43.54 |
| multimodal-recommendation-on-amazon-digital-music | NGCF-M (ResNet50 + Sentence Bert) | #5 | Recall: 27.84nDCG: 15.35Hit Ratio: 41.91 |
| multimodal-recommendation-on-amazon-digital-music | BRMF | #6 | Recall: 27.32nDCG: 14.94Hit Ratio: 41.13 |
| multimodal-recommendation-on-amazon-digital-music | SGL | #7 | Recall: 27.09nDCG: 15.03Hit Ratio: 40.81 |
| multimodal-recommendation-on-amazon-digital-music | BM3 (ResNet50 + Sentence Bert) | #8 | Recall: 27.07nDCG: 14.34Hit Ratio: 41.42 |
| multimodal-recommendation-on-amazon-digital-music | DGCF | #9 | Recall: 26.47nDCG: 14.46Hit Ratio: 40.46 |
| multimodal-recommendation-on-amazon-digital-music | NGCF | #10 | Recall: 26.46nDCG: 14.58Hit Ratio: 40.14 |
| multimodal-recommendation-on-amazon-digital-music | GRCN (ResNet50 + Sentence Bert) | #11 | Recall: 22.88nDCG: 12.17Hit Ratio: 36.25 |
| multimodal-recommendation-on-amazon-digital-music | ItemKNN | #12 | Recall: 21.74nDCG: 12.00Hit Ratio: 34.51 |
| multimodal-recommendation-on-amazon-office-products | LATTICE (ResNet50+ Sentence Bert) | #1 | Recall: 15.75nDCG: 7.71Hit Ratio: 25.79 |
| multimodal-recommendation-on-amazon-office-products | LATTICE (ALIGN) | #2 | Recall: 15.71nDCG: 7.63Hit Ratio: 25.65 |
| multimodal-recommendation-on-amazon-office-products | FREEDOM (CLIP) | #3 | Recall: 15.64nDCG: 7.66Hit Ratio: 25.88 |
| multimodal-recommendation-on-amazon-office-products | FREEDOM (ResNet50+ Sentence Bert) | #4 | Recall: 15.58nDCG: 7.57Hit Ratio: 23.59 |
| multimodal-recommendation-on-amazon-office-products | NGCF-M (CLIP) | #5 | Recall: 14.99nDCG: 7.43Hit Ratio: 24.85 |
| multimodal-recommendation-on-amazon-office-products | NGCF-M (ResNet50+ Sentence Bert) | #6 | Recall: 14.35nDCG: 7.14Hit Ratio: 24.04 |
| multimodal-recommendation-on-amazon-office-products | LightGCN | #7 | Recall: 13.99nDCG: 6.93Hit Ratio: 23.95 |
| multimodal-recommendation-on-amazon-office-products | BM3 (ALIGN) | #8 | Recall: 13.84nDCG: 6.75Hit Ratio: 23.40 |
| multimodal-recommendation-on-amazon-office-products | BM3 (ResNet50+ Sentence Bert) | #9 | Recall: 13.13nDCG: 6.42Hit Ratio: 22.5 |
| multimodal-recommendation-on-amazon-office-products | GRCN (CLIP) | #10 | Recall: 13.10nDCG: 6.47Hit Ratio: 22.32 |
| multimodal-recommendation-on-amazon-office-products | VBPR (ResNet50+ Sentence Bert) | #11 | Recall: 12.83nDCG: 6.18Hit Ratio: 22.01 |
| multimodal-recommendation-on-amazon-office-products | VBPR (CLIP) | #12 | Recall: 12.78nDCG: 6.23Hit Ratio: 22.10 |
| multimodal-recommendation-on-amazon-office-products | GRCN (ResNet50+ Sentence Bert) | #13 | Recall: 12.31nDCG: 6.08Hit Ratio: 21.20 |
| multimodal-recommendation-on-amazon-office-products | DGCF | #14 | Recall: 12.19nDCG: 5.89Hit Ratio: 20.89 |
| multimodal-recommendation-on-amazon-office-products | SGL | #15 | Recall: 11.85nDCG: 5.89Hit Ratio: 20.49 |
| multimodal-recommendation-on-amazon-office-products | ItemKNN | #16 | Recall: 11.35nDCG: 5.76Hit Ratio: 20.33 |
| multimodal-recommendation-on-amazon-office-products | BPRMF | #17 | Recall: 11.28nDCG: 5.35Hit Ratio: 19.70 |
| multimodal-recommendation-on-amazon-office-products | NGCF | #18 | Recall: 11.05nDCG: 5.45Hit Ratio: 19.62 |
| multimodal-recommendation-on-amazon-toys-games | FREEDOM (MMFashion + Sentence Bert) | #1 | Recall: 13.73nDCG: 7.10Hit Ratio: 20.70 |
| multimodal-recommendation-on-amazon-toys-games | FREEDOM (ResNet50 + Sentence Bert) | #2 | Recall: 13.67nDCG: 7.04Hit Ratio: 20.64 |
| multimodal-recommendation-on-amazon-toys-games | LATTICE (ALIGN) | #3 | Recall: 12.73nDCG: 6.64Hit Ratio: 19.27 |
| multimodal-recommendation-on-amazon-toys-games | LATTICE (ResNet50 + Sentence Bert) | #4 | Recall: 12.42nDCG: 6.45Hit Ratio: 18.95 |
| multimodal-recommendation-on-amazon-toys-games | NGCF-M (ALIGN) | #5 | Recall: 11.12nDCG: 5.80Hit Ratio: 17.16 |
| multimodal-recommendation-on-amazon-toys-games | VBPR (ALIGN) | #6 | Recall: 11.06nDCG: 5.85Hit Ratio: 16.86 |
| multimodal-recommendation-on-amazon-toys-games | NGCF-M (ResNet50 + Sentence Bert) | #7 | Recall: 10.85nDCG: 5.73Hit Ratio: 16.73 |
| multimodal-recommendation-on-amazon-toys-games | VBPR (ResNet50 + Sentence Bert) | #8 | Recall: 10.83nDCG: 5.70Hit Ratio: 16.54 |
| multimodal-recommendation-on-amazon-toys-games | SGL | #9 | Recall: 10.76nDCG: 5.93Hit Ratio: 16.68 |
| multimodal-recommendation-on-amazon-toys-games | LightGCN | #10 | Recall: 10.59nDCG: 5.58Hit Ratio: 16.63 |
| multimodal-recommendation-on-amazon-toys-games | BM3 (ALIGN) | #11 | Recall: 10.07nDCG: 5.24Hit Ratio: 15.78 |
| multimodal-recommendation-on-amazon-toys-games | BM3 (ResNet50 + Sentence Bert) | #12 | Recall: 9.94nDCG: 5.14Hit Ratio: 15.56 |
| multimodal-recommendation-on-amazon-toys-games | GRCN (ALIGN) | #13 | Recall: 9.94nDCG: 5.07Hit Ratio: 15.35 |
| multimodal-recommendation-on-amazon-toys-games | GRCN (ResNet50 + Sentence Bert) | #14 | Recall: 9.67nDCG: 9.675.07Hit Ratio: 15.00 |
| multimodal-recommendation-on-amazon-toys-games | BPRMF | #15 | Recall: 9.51nDCG: 5.02Hit Ratio: 14.75 |
| multimodal-recommendation-on-amazon-toys-games | DGCF | #16 | Recall: 9.43nDCG: 5.12Hit Ratio: 14.71 |
| multimodal-recommendation-on-amazon-toys-games | NGCF | #17 | Recall: 9.24nDCG: 4.87Hit Ratio: 14.44 |
| multimodal-recommendation-on-amazon-toys-games | ItemKNN | #18 | Recall: 6.97nDCG: 3.91Hit Ratio: 11.06 |