Link Prediction on EO-KG Cold-start pool pre-2023 train, 2024 (test)
51.9Hits@10GNN-Hetero (dot)
Evaluation Results
| Method | Links | |
|---|---|---|
| GNN-Hetero (dot)Scorer Head=dot2026.07 | 51.9 | |
| BGE-baseRanking Strategy=cosine similarity2026.07 | 48.4 | |
| SPECTER2Ranking Strategy=cosine similarity2026.07 | 47.7 | |
| GNN-Homo2026.07 | 47.3 | |
| GNN-Hetero (MLP)Scorer Head=MLP2026.07 | 38.9 | |
| MF-SVDk=1282026.07 | 27.4 | |
| Adamic-Adar2026.07 | 22.5 | |
| Common Neighbors2026.07 | 21.1 | |
| Popularity2026.07 | 6.4 |