YAGO
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | YAGO3-10 (test) | MRR95.1 | 127 | |
| Link prediction | YAGO3-10 | MRR0.585 | 33 | |
| Temporal Knowledge Graph Reasoning | YAGO (test) | Hits@10.8788 | 27 | |
| Link Prediction | YAGO3-10 filtered (test) | MRR57.7 | 21 | |
| Temporal Knowledge Graph Reasoning | YAGO | MRR0.356 | 20 | |
| Temporal Knowledge Graph Reasoning | YAGO meta (test) | MRR0.37 | 19 | |
| Link Prediction | YAGO37 (test) | MRR0.454 | 15 | |
| Knowledge Graph Reasoning | YAGO3-10 | MRR0.535 | 14 | |
| Link Prediction | YAGO11k | Hits@10.124 | 12 | |
| Link Prediction | YAGO3-10-DR | MRR0.247 | 11 | |
| Temporal Link Prediction | YAGO Interpolation 11k (test) | Hits@117.35 | 10 | |
| Link Prediction | YAGO | Hits@189.67 | 9 | |
| Temporal knowledge graph reasoning | YAGO 1-shot (test) | MRR0.294 | 9 | |
| subClassOf triple classification | M-YAGO39K | Accuracy84.4 | 9 | |
| subClassOf triple classification | YAGO39K | Accuracy83.7 | 9 | |
| Link Prediction | YAGO39K (test) | MRR (Raw)15.6 | 9 | |
| instanceOf triple classification | M-YAGO39K (test) | Accuracy85.5 | 9 | |
| Temporal Link Prediction | YAGO public (test) | MRR61.9 | 8 | |
| Interpolation reasoning | Yago | MRR27.83 | 7 | |
| Standard OOD Detection | YAGO3-10 | AUROC98.7 | 7 | |
| Type Inference | YAGO26K-906 original (test) | Hits@187.1 | 7 | |
| Link Prediction | Yago15k | MRR0.37 | 7 | |
| Triple Classification | YAGO3-10 (test) | Accuracy96.6 | 5 | |
| Knowledge Graph Question Answering | YAGO | Precision0.5849 | 3 | |
| Link Prediction | Yago-6M | MRR50.6 | 1 |
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