Link Ranking on ARTIFACTBENCH transductive 1.0 (val test)
30.7MRRGATv2Conv
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GATv2Convtraining=joint training, Type=GNN-based2026.05 | 30.7 | 37.3 | 25.1 | 25.5 | |
| NCNCtraining=joint training, Type=GNN-based2026.05 | 26.3 | 35.6 | 22.8 | 22.2 | |
| NCNtraining=joint training, Type=GNN-based2026.05 | 25.9 | 35.4 | 23.6 | 22 | |
| BUDDYtraining=joint training, Type=GNN-based2026.05 | 25 | 33.2 | 22.1 | 20.9 | |
| Jina-v2+graphType=Ranker-based, Graph Information=Included2026.05 | 24.6 | 30.1 | 21.1 | 20.1 | |
| NeoGNNtraining=joint training, Type=GNN-based2026.05 | 22.3 | 29.1 | 19.9 | 18.5 | |
| KatzType=Heuristic2026.05 | 19.8 | 26.6 | 17.3 | 16.8 | |
| Jina-v2-rerankerType=Ranker-based2026.05 | 14.1 | 19.4 | 14.9 | 12.4 | |
| Matrix-FactorizationType=Heuristic2026.05 | 5.2 | 6.6 | 1.7 | 2.8 | |
| Adamic-AdarType=Heuristic2026.05 | 0.5 | 0.5 | 0 | 0.1 |