| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Name Classification | OAG 1.4M (test) | Accuracy80.8 | 9 | |
| Nationality Prediction | OAG filter_aug (test) | Accuracy86.5 | 9 | |
| Nationality Prediction | OAG filter (test) | Accuracy82.4 | 9 | |
| Author Disambiguation | OAG | NDCG0.852 | 9 | |
| Paper-Venue Prediction | OAG | NDCG0.355 | 9 | |
| Paper-Field (L2) Classification | OAG | NDCG0.367 | 9 | |
| Paper-Field (L1) Classification | OAG | NDCG0.615 | 9 | |
| Node Classification | OAG L1-Field | NDCG87.8 | 6 | |
| Node Classification | OAG Venue | NDCG53.31 | 6 | |
| Author Name Disambiguation | OAG Chemistry (test) | NDCG0.955 | 6 | |
| Author Name Disambiguation | OAG Engineering (Engin) (test) | NDCG97.7 | 6 | |
| Author Name Disambiguation | OAG Material Science (Mater) (test) | NDCG0.954 | 6 | |
| Author Name Disambiguation | OAG Computer Science (CS) (test) | NDCG98.5 | 6 | |
| Node Classification | OAG-L1-Field (test) | NDCG0.868 | 4 | |
| Nationality Prediction | oag mini 99 classes 4K (test) | Accuracy58.6 | 3 | |
| Nationality Prediction | OAG mini 12 classes 4K (test) | Accuracy79.1 | 1 | |
| Nationality Prediction | OAG mini 39 classes 4K (test) | Accuracy75.3 | 1 |