GDELT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Temporal Knowledge Graph Extrapolation Reasoning | GDELT | MRR52.41 | 50 | |
| Multimodal Event Forecasting | GDELT IMG-TXT | MRR79.34 | 34 | |
| Temporal Knowledge Graph reasoning | GDELT | MRR23.25 | 25 | |
| Temporal Knowledge Graph Reasoning | GDELT (test) | MRR21.93 | 20 | |
| Masked Entity Prediction | GDELT standard (test) | MRR0.2378 | 19 | |
| Inductive Temporal Knowledge Graph Link Prediction | GDELT (5:2:3 chronological split) | Hits@30.1129 | 17 | |
| Explanation Generation | GDELT (test) | BLEU-434.46 | 17 | |
| Temporal Reasoning | GDELT (test) | Positive Accuracy63.77 | 17 | |
| Temporal Knowledge Graph Entity Extrapolation | GDELT large-scale (test) | MRR27.41 | 13 | |
| Temporal Knowledge Graph Completion | GDELT v1 (test) | MRR0.36 | 13 | |
| Link Prediction | GDELT | Hits@10.175 | 10 | |
| Time Series Forecasting | GDELT Event 19 (Fight) | SMAPE44.03 | 9 | |
| Time Series Forecasting | GDELT Event 17 (Coerce) | SMAPE41.02 | 9 | |
| Time Series Forecasting | GDELT Event 11 (Disapprove) | SMAPE38.77 | 9 | |
| Monorelational future link prediction | GDELT 18 | AUPRC94.7 | 7 | |
| Multirelational future link prediction | GDELT 18 | AUPRC67.2 | 6 |
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