Temporal Knowledge Graph Reasoning on GDELT (test)
21.93MRRDiMNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiMNet2025.05 | 21.93 | 14.03 | 23.57 | 37.49 | |
| TiPNNReasoning Type=Extrapolated TKG Reasoning2025.05 | 21.17 | 14.03 | 22.98 | 34.76 | |
| DaeMonReasoning Type=Extrapolated TKG Reasoning2025.05 | 20.73 | 13.65 | 22.53 | 34.23 | |
| CENReasoning Type=Extrapolated TKG Reasoning2025.05 | 20.18 | 12.84 | 21.51 | 34.1 | |
| GHTReasoning Type=Extrapolated TKG Reasoning2025.05 | 20.13 | 12.87 | 21.3 | 34.19 | |
| DE-SimplEReasoning Type=Interpolated TKG Reasoning2025.05 | 19.7 | 12.22 | 21.39 | 33.7 | |
| RE-GCNReasoning Type=Extrapolated TKG Reasoning2025.05 | 19.64 | 12.42 | 20.9 | 33.69 | |
| RE-NETReasoning Type=Extrapolated TKG Reasoning2025.05 | 19.62 | 12.42 | 21 | 34.01 | |
| TNTComplExReasoning Type=Interpolated TKG Reasoning2025.05 | 19.53 | 12.41 | 20.75 | 33.42 | |
| TANGO-TuckerReasoning Type=Extrapolated TKG Reasoning2025.05 | 19.42 | 12.34 | 20.7 | 33.16 | |
| TANGO-DistMultReasoning Type=Extrapolated TKG Reasoning2025.05 | 19.2 | 12.17 | 20.4 | 32.78 | |
| CyGNetReasoning Type=Extrapolated TKG Reasoning2025.05 | 18.48 | 11.52 | 19.57 | 31.98 | |
| xERTEReasoning Type=Extrapolated TKG Reasoning2025.05 | 18.09 | 12.3 | 20.06 | 30.34 | |
| ComplExReasoning Type=Traditional KG Reasoning2025.05 | 16.96 | 11.25 | 19.52 | 32.35 | |
| ConvEReasoning Type=Traditional KG Reasoning2025.05 | 16.55 | 11.02 | 18.88 | 31.6 | |
| TITerReasoning Type=Extrapolated TKG Reasoning2025.05 | 15.46 | 10.98 | 15.61 | 24.31 | |
| RotatEReasoning Type=Traditional KG Reasoning2025.05 | 13.45 | 6.95 | 14.09 | 25.99 | |
| TA-DistMultReasoning Type=Interpolated TKG Reasoning2025.05 | 12 | 5.76 | 12.94 | 23.54 | |
| DistMultReasoning Type=Traditional KG Reasoning2025.05 | 8.68 | 5.58 | 9.96 | 17.13 | |
| TTransEReasoning Type=Interpolated TKG Reasoning2025.05 | 5.5 | 0.47 | 4.94 | 15.25 |