| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | FB15k-237 (test) | Hits@1097.9 | 435 | |
| Link Prediction | FB15k-237 | MRR69 | 363 | |
| Link Prediction | FB15K (test) | Hits@1089.6 | 164 | |
| Knowledge Graph Completion | FB15k-237 | Hits@100.608 | 127 | |
| Link Prediction | FB15k | Hits@1090 | 103 | |
| Link Classification | FB15k-237 | Accuracy90.45 | 97 | |
| Link Prediction | FB15k-237 filtered (test) | Hits@100.56 | 60 | |
| Logical Query Answering | FB15k (test) | MRR (1p)0.958 | 50 | |
| Knowledge Graph Completion | FB15K (test) | Hits@10 (Filtered)93 | 41 | |
| Complex Query Answering | FB15k (test) | Hits@1 (1p)89.2 | 30 | |
| Knowledge Graph Reasoning | FB15k-237 (test) | HITS@3 (Avg)23.4 | 29 | |
| Logical Query Answering | FB15k-237 | MRR (2-inverse path)28.1 | 29 | |
| Link Prediction | FB15k-237 v1 (test) | Hit@100.594 | 23 | |
| Edge Classification | FB15K237 | Accuracy91.96 | 22 | |
| Complex Query Answering (k=2 free variables) | FB15k-237 | HIT@10 (e=0, S)48 | 21 | |
| Inductive relation prediction | FB15k-237 inductive v3 | Hits@1095.1 | 20 | |
| Knowledge Graph Reasoning | FB15k-237 | MRR36.2 | 19 | |
| Answering queries with two free variables | FB15k | HIT@10 (e=0, SDAG)89.2 | 18 | |
| Logical Query Answering | FB15k | Average MRR14.8 | 15 | |
| Knowledge Graph Completion | FB15k-237 standard (transductive) | MRR0.408 | 14 | |
| Triple Classification | FB15k-237N (test) | Accuracy0.657 | 13 | |
| Controllable Abductive Reasoning | FB15k-237 | Jaccard65.5 | 13 | |
| Sparse Knowledge Graph Reasoning | FB15K-237 50% sparse | MRR0.316 | 13 | |
| Inductive Query Answering | FB15k-237 Ratio 121% | Avg Score (P)49 | 12 | |
| Inductive Query Answering | FB15k-237 Ratio 150% | Average Success Rate (p)49.7 | 12 |