| . | . | CVtriplet . | CVcategory . | |||
|---|---|---|---|---|---|---|
| . | . | AUPR . | AUC . | Top-1 P . | Top-1 R . | Top-1 F1 . |
| TDRC v3.2 dataset | NLPMMDA [34] | 0.6564 | 0.7581 | 0.1844 | 0.1380 | 0.1579 |
| TDRC [35] | 0.9284 | 0.9201 | 0.6178 | 0.4741 | 0.5365 | |
| NMR-GCN (ours) | 0.9224 | 0.9219 | 0.6278 | 0.4855 | 0.5476 | |
| NMR-RGCN (ours) | 0.9279 | 0.9257 | 0.6334 | 0.4891 | 0.5520 | |
| TDRC v2.0 dataset | NLPMMDA [34] | 0.6610 | 0.7635 | 0.4397 | 0.3919 | 0.4144 |
| TDRC [35] | 0.8663 | 0.8379 | 0.5609 | 0.4999 | 0.5286 | |
| NMR-GCN (ours) | 0.8882 | 0.8849 | 0.7144 | 0.6278 | 0.6683 | |
| NMR-RGCN (ours) | 0.8981 | 0.8889 | 0.7254 | 0.6330 | 0.6761 | |
| MCD-6 dataset | TDRC [35] | 0.9446 | 0.9377 | 0.4067 | 0.2953 | 0.3422 |
| NMR-GCN (ours) | 0.9467 | 0.9494 | 0.5116 | 0.3690 | 0.4288 | |
| NMR-RGCN(ours) | 0.9533 | 0.9521 | 0.5522 | 0.3967 | 0.4617 | |
| . | . | CVtriplet . | CVcategory . | |||
|---|---|---|---|---|---|---|
| . | . | AUPR . | AUC . | Top-1 P . | Top-1 R . | Top-1 F1 . |
| TDRC v3.2 dataset | NLPMMDA [34] | 0.6564 | 0.7581 | 0.1844 | 0.1380 | 0.1579 |
| TDRC [35] | 0.9284 | 0.9201 | 0.6178 | 0.4741 | 0.5365 | |
| NMR-GCN (ours) | 0.9224 | 0.9219 | 0.6278 | 0.4855 | 0.5476 | |
| NMR-RGCN (ours) | 0.9279 | 0.9257 | 0.6334 | 0.4891 | 0.5520 | |
| TDRC v2.0 dataset | NLPMMDA [34] | 0.6610 | 0.7635 | 0.4397 | 0.3919 | 0.4144 |
| TDRC [35] | 0.8663 | 0.8379 | 0.5609 | 0.4999 | 0.5286 | |
| NMR-GCN (ours) | 0.8882 | 0.8849 | 0.7144 | 0.6278 | 0.6683 | |
| NMR-RGCN (ours) | 0.8981 | 0.8889 | 0.7254 | 0.6330 | 0.6761 | |
| MCD-6 dataset | TDRC [35] | 0.9446 | 0.9377 | 0.4067 | 0.2953 | 0.3422 |
| NMR-GCN (ours) | 0.9467 | 0.9494 | 0.5116 | 0.3690 | 0.4288 | |
| NMR-RGCN(ours) | 0.9533 | 0.9521 | 0.5522 | 0.3967 | 0.4617 | |
| . | . | CVtriplet . | CVcategory . | |||
|---|---|---|---|---|---|---|
| . | . | AUPR . | AUC . | Top-1 P . | Top-1 R . | Top-1 F1 . |
| TDRC v3.2 dataset | NLPMMDA [34] | 0.6564 | 0.7581 | 0.1844 | 0.1380 | 0.1579 |
| TDRC [35] | 0.9284 | 0.9201 | 0.6178 | 0.4741 | 0.5365 | |
| NMR-GCN (ours) | 0.9224 | 0.9219 | 0.6278 | 0.4855 | 0.5476 | |
| NMR-RGCN (ours) | 0.9279 | 0.9257 | 0.6334 | 0.4891 | 0.5520 | |
| TDRC v2.0 dataset | NLPMMDA [34] | 0.6610 | 0.7635 | 0.4397 | 0.3919 | 0.4144 |
| TDRC [35] | 0.8663 | 0.8379 | 0.5609 | 0.4999 | 0.5286 | |
| NMR-GCN (ours) | 0.8882 | 0.8849 | 0.7144 | 0.6278 | 0.6683 | |
| NMR-RGCN (ours) | 0.8981 | 0.8889 | 0.7254 | 0.6330 | 0.6761 | |
| MCD-6 dataset | TDRC [35] | 0.9446 | 0.9377 | 0.4067 | 0.2953 | 0.3422 |
| NMR-GCN (ours) | 0.9467 | 0.9494 | 0.5116 | 0.3690 | 0.4288 | |
| NMR-RGCN(ours) | 0.9533 | 0.9521 | 0.5522 | 0.3967 | 0.4617 | |
| . | . | CVtriplet . | CVcategory . | |||
|---|---|---|---|---|---|---|
| . | . | AUPR . | AUC . | Top-1 P . | Top-1 R . | Top-1 F1 . |
| TDRC v3.2 dataset | NLPMMDA [34] | 0.6564 | 0.7581 | 0.1844 | 0.1380 | 0.1579 |
| TDRC [35] | 0.9284 | 0.9201 | 0.6178 | 0.4741 | 0.5365 | |
| NMR-GCN (ours) | 0.9224 | 0.9219 | 0.6278 | 0.4855 | 0.5476 | |
| NMR-RGCN (ours) | 0.9279 | 0.9257 | 0.6334 | 0.4891 | 0.5520 | |
| TDRC v2.0 dataset | NLPMMDA [34] | 0.6610 | 0.7635 | 0.4397 | 0.3919 | 0.4144 |
| TDRC [35] | 0.8663 | 0.8379 | 0.5609 | 0.4999 | 0.5286 | |
| NMR-GCN (ours) | 0.8882 | 0.8849 | 0.7144 | 0.6278 | 0.6683 | |
| NMR-RGCN (ours) | 0.8981 | 0.8889 | 0.7254 | 0.6330 | 0.6761 | |
| MCD-6 dataset | TDRC [35] | 0.9446 | 0.9377 | 0.4067 | 0.2953 | 0.3422 |
| NMR-GCN (ours) | 0.9467 | 0.9494 | 0.5116 | 0.3690 | 0.4288 | |
| NMR-RGCN(ours) | 0.9533 | 0.9521 | 0.5522 | 0.3967 | 0.4617 | |
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