ICEWS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Temporal Knowledge Graph Reasoning | ICEWS18 (test) | Hits@124.34 | 79 | |
| Temporal Knowledge Graph reasoning | ICEWS 18 | Hits@100.627 | 78 | |
| Temporal Knowledge Graph reasoning | ICEWS 14 | Hits@167.97 | 66 | |
| Link Prediction | ICEWS 14 | MRR62 | 60 | |
| Temporal Knowledge Graph Reasoning | ICEWS14 (test) | Hits@138.33 | 59 | |
| Temporal Knowledge Graph Forecasting | ICEWS 18 | MRR0.467 | 47 | |
| Temporal Link Prediction | ICEWS 18 | MRR74.9 | 46 | |
| Temporal Knowledge Graph Reasoning | ICEWS05-15 (test) | Hits@148.55 | 41 | |
| Link Prediction | ICEWS 05-15 | Hits@100.813 | 31 | |
| Temporal Link Prediction | ICEWS Interpolation 05-15 (test) | Hits@162.17 | 29 | |
| Temporal Knowledge Graph Completion | ICEWS14 v1 (test) | MRR0.658 | 29 | |
| Unseen event prediction | ICEWS14 (test) | MRR0.4903 | 28 | |
| Temporal Knowledge Graph extrapolation | ICEWS 05-15 | MRR0.7 | 27 | |
| Temporal Knowledge Graph extrapolation | ICEWS 14 | MRR0.601 | 27 | |
| Temporal Knowledge Graph Entity Extrapolation | ICEWS long-term 05-15 (test) | MRR60.44 | 25 | |
| Temporal Knowledge Graph Entity Extrapolation | ICEWS14s (test) | Hits@141.49 | 25 | |
| Tensor Factorization | ICEWS (heldout) | Mean Heldout (α,β)-Divergence0.0201 | 21 | |
| Masked Entity Prediction | ICEWS05-15 standard (test) | MRR53.13 | 21 | |
| Masked Entity Prediction | ICEWS18 standard (test) | MRR36.84 | 21 | |
| Link Prediction | ICEWS05-15 (Emerging) | H@325.73 | 20 | |
| Link Prediction | ICEWS 18 (Emerging) | Hits@315.43 | 20 | |
| Link Prediction | ICEWS14 (Emerging) | Hits@322.5 | 20 | |
| Temporal Knowledge Graph Forecasting | ICEWS 05-15 | MRR62.1 | 20 | |
| Temporal Knowledge Graph Prediction | ICEWS05-15 (test) | Hits@139 | 20 | |
| Temporal Knowledge Graph Reasoning | ICEWS 18 (meta-test) | MRR0.34 | 19 |
Showing 25 of 64 rows