FB15K
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | FB15k-237 (test) | Hits@1097.9 | 419 | |
| Link Prediction | FB15k-237 | MRR69 | 280 | |
| Link Prediction | FB15K (test) | Hits@1089.6 | 164 | |
| Knowledge Graph Completion | FB15k-237 | Hits@100.599 | 108 | |
| Link Prediction | FB15k | Hits@1090 | 90 | |
| Link Prediction | FB15k-237 filtered (test) | Hits@100.56 | 60 | |
| Knowledge Graph Completion | FB15K (test) | Hits@10 (Filtered)93 | 41 | |
| Logical Query Answering | FB15k (test) | MRR (1p)0.958 | 36 | |
| 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 | |
| Inductive relation prediction | FB15k-237 inductive v3 | Hits@1095.1 | 20 | |
| Knowledge Graph Reasoning | FB15k-237 | MRR36.2 | 19 | |
| Edge Classification | FB15K237 | Accuracy77.85 | 17 | |
| Logical Query Answering | FB15k | Average MRR14.8 | 15 | |
| Sparse Knowledge Graph Reasoning | FB15K-237 50% sparse | MRR0.316 | 13 | |
| Answering conjunctive queries without negation | FB15k-237 (test) | MRR (1p)42.92 | 12 | |
| Knowledge Graph Reasoning | FB15K-237 ptb_rate = 0.5 (test) | MRR0.258 | 12 | |
| Knowledge Graph Reasoning | FB15K ptb_rate = 0.5 (test) | MRR0.417 | 12 | |
| Knowledge Graph Reasoning | FB15K ptb_rate=0.7 (test) | MRR36.5 | 12 | |
| Knowledge Graph Reasoning | FB15k | 1P Score82.6 | 12 | |
| Knowledge Graph Completion | FB15k-237 Sparse | MR390 | 12 | |
| Entity classification | FB15k-237 (test) | Accuracy85.8 | 12 | |
| Entity Prediction | FB15k v1 (test) | Mean Rank51 | 11 |
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