| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Knowledge Graph Completion | FB15k-237 (test) | MRR0.523 | 179 | |
| Inductive Link Prediction | FB15k-237 inductive (test) | Hits@1029.13 | 37 | |
| Logical Query Answering (EPFO) | FB15k-237 (test) | 2-Path Error0.072 | 31 | |
| Complex Query Answering | FB15k-237 (test) | Hits@1 (avg path)0.348 | 27 | |
| Inductive relation prediction | FB15k-237 inductive v4 | Hits@1096.06 | 20 | |
| Inductive relation prediction | FB15k-237 inductive v2 | Hits@100.949 | 20 | |
| Link Prediction | FB15k-237 transductive (test) | Hits@1055 | 16 | |
| Sparse Knowledge Graph Reasoning | FB15K-237 20% sparse | MRR26.8 | 14 | |
| Sparse Knowledge Graph Reasoning | FB15K-237 10% sparse | MRR0.257 | 14 | |
| Knowledge Graph Reasoning | FB15K-237 ptb_rate=0.7 (test) | MRR0.243 | 12 | |
| Inductive link prediction | FB15k-237 V1 | Hits@1087.3 | 12 | |
| Knowledge Base Completion | FB15k-237 Without mentions | MRR42.1 | 8 | |
| Knowledge Base Completion | FB15k-237 With mentions | MRR30 | 8 | |
| Link Prediction | FB15k-237 reduced (test) | MRR (Filtered)0.249 | 8 | |
| Link Prediction | FB15K-237 inductive v3 | Hits@1097.9 | 6 | |
| Inductive Relation Prediction | FB15k-237 v4 | AUC-PR0.933 | 5 | |
| Inductive Relation Prediction | FB15k-237 v3 | AUC-PR94.7 | 5 | |
| Inductive Relation Prediction | FB15k-237 v2 | AUC-PR90.6 | 5 | |
| Inductive Relation Prediction | FB15k-237 v1 | AUC-PR79.4 | 5 | |
| Link Prediction | FB15k-237 v4 | Hits@1096.06 | 4 | |
| Link Prediction | FB15k-237 v3 | Hits@1095.1 | 4 | |
| Link Prediction | FB15k-237 v2 | Hits@1094.9 | 4 | |
| Link Prediction | FB15k-237 v1 | Hits@1087.3 | 4 | |
| Abductive Reasoning | FB15k-237 (test) | 1p85.5 | 4 | |
| Inductive logical reasoning | FB15k-237 V2 (test) | Avg Score17.8 | 4 |