GDELT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Temporal Knowledge Graph Extrapolation Reasoning | GDELT | MRR52.41 | 63 | |
| Multimodal Event Forecasting | GDELT IMG-TXT | MRR79.34 | 34 | |
| Temporal Knowledge Graph reasoning | GDELT | MRR23.25 | 25 | |
| Link Prediction | GDELT (Emerging) | Hits@311.29 | 20 | |
| 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@30.293 | 12 | |
| Destination node retrieval | GDELT inductive | Hits@136.81 | 9 | |
| Destination node retrieval | GDELT transductive | Hits@150.49 | 9 | |
| Destination Node Retrieval | GDELT (inductive) | Hits@356.66 | 9 | |
| Destination Node Retrieval | GDELT (transductive) | Hits@373.89 | 9 | |
| Dynamic Link Prediction | GDELT (inductive) | AUC-ROC92.06 | 9 | |
| Dynamic Link Prediction | GDELT (transductive) | AUC-ROC97.08 | 9 | |
| 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 | |
| Irregular Multimodal Time Series Forecasting | GDELT Time-IMM | MSE1.029 | 5 | |
| Event Attribution | GDELT 66 distinct monthly datasets (Daily Evaluation) | PR AUC57.2 | 5 |
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