| 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 | 60 | |
| Temporal Knowledge Graph Reasoning | ICEWS14 (test) | Hits@138.33 | 59 | |
| Temporal Knowledge Graph reasoning | ICEWS 14 | Hits@167.97 | 48 | |
| Link Prediction | ICEWS 14 | MRR62 | 47 | |
| Temporal Knowledge Graph Reasoning | ICEWS05-15 (test) | Hits@148.55 | 41 | |
| Temporal Knowledge Graph Completion | ICEWS14 v1 (test) | MRR0.658 | 29 | |
| Link Prediction | ICEWS 05-15 | Hits@10.529 | 29 | |
| Unseen event prediction | ICEWS14 (test) | MRR0.4903 | 28 | |
| Temporal Link Prediction | ICEWS 18 | MRR35.76 | 27 | |
| 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 | |
| Temporal Knowledge Graph Forecasting | ICEWS 05-15 | MRR62.1 | 20 | |
| Temporal Knowledge Graph Forecasting | ICEWS 18 | MRR0.467 | 20 | |
| Temporal Knowledge Graph Prediction | ICEWS05-15 (test) | Hits@139 | 20 | |
| Temporal Knowledge Graph Reasoning | ICEWS 18 (meta-test) | MRR0.34 | 19 | |
| Temporal Knowledge Graph Completion | ICEWS05-15 v1 (test) | MRR71.3 | 18 | |
| Temporal Reasoning Prediction | ICEWS18 (test) | Positive Accuracy75.78 | 17 | |
| Explanation Generation | ICEWS05-15 (test) | BLEU-445.98 | 17 | |
| Explanation Generation | ICEWS14 (test) | BLEU-440.54 | 17 | |
| Semantic Similarity | ICEWS18 (test) | BLEU-440.39 | 17 | |
| Temporal Reasoning | ICEWS05-15 (test) | Positive Score78.94 | 17 | |
| Temporal Reasoning | ICEWS14 (test) | Positive Score77.45 | 17 | |
| Temporal Knowledge Graph reasoning | ICEWS 05-15 | MRR66.01 | 17 |