Temporal Knowledge Graph reasoning on ICEWS 14
67.97Hits@1DynaGen
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DynaGen2025.12 | 67.97 | 72.14 | 80.52 | 77.72 | — | |
| ECEformer2025.12 | 64.8 | 69.46 | 78.14 | 71.81 | — | |
| LCGE2025.12 | 58.8 | 66.7 | 81.5 | 71.4 | — | |
| 5EL2025.12 | 57.1 | 64.2 | 80.1 | 69.5 | — | |
| TPAR2025.12 | 57.03 | 65.07 | 80.41 | 69.74 | — | |
| HYIE2025.12 | 56.3 | 63.1 | 78.6 | 68.7 | — | |
| TeAST2025.12 | 56 | 63.7 | 78.2 | 68.2 | — | |
| HGE2025.12 | 55 | 63.4 | 78.8 | 68.5 | — | |
| TGeomE2025.12 | 54.6 | 62.9 | 78 | 68 | — | |
| RotateQVS2025.12 | 50.7 | 59.1 | 75.4 | 64.2 | — | |
| EST-TransformerBackbone=Transformer2026.02 | 45.5 | 51.3 | 62.9 | 53.6 | — | |
| EST-MambaBackbone=Mamba2026.02 | 45.1 | 51.1 | 63.3 | 53.8 | — | |
| EST-LSTMBackbone=LSTM2026.02 | 44.8 | 50.5 | 62.5 | 53.2 | — | |
| EST-RNNBackbone=RNN2026.02 | 44.7 | 50.1 | 61.8 | 52.4 | — | |
| LLM-DRyear=2025a2026.02 | 40.6 | — | 67 | 55.8 | — | |
| EnsembleEvaluation Setting=Original2026.05 | 40.23 | 51.35 | 72.56 | 57.6 | — | |
| NADEx2026.02 | 39.45 | — | 70.55 | 57.48 | — | |
| LogCL2026.02 | 37.8 | 48.9 | 70.3 | 54.7 | — | |
| LogCLEvaluation Setting=Original2026.05 | 37.76 | 48.84 | 70.43 | 54.6 | — | |
| Re-Temp2026.02 | 37.3 | 48 | 68.9 | 53.6 | — | |
| GenTKGEvaluation Setting=Original2026.05 | 37.04 | — | 53.62 | 48.43 | — | |
| CognTKE2026.02 | 36.5 | 46.1 | 64.5 | 51.1 | — | |
| HiSMatch2026.02 | 35.9 | 46.4 | 66.8 | 51.6 | — | |
| GenTKGyear=20242026.02 | 34.9 | — | 61.9 | 47.3 | — | |
| LlamaPrompting=CoH, year=20242026.02 | 34.9 | — | 59.1 | 47 | — | |
| DSEP2026.02 | 34.4 | 44.9 | 64.9 | 50.3 | — | |
| CluSTeRModel Type=Temporal2021.06 | 33.8 | 46 | 71.2 | — | — | |
| TiRGN2026.02 | 33.8 | 44 | 63.8 | 49 | — | |
| TiRGNEvaluation Setting=Original2026.05 | 33.77 | 44.45 | 64.89 | 49.57 | — | |
| TLogicEvaluation Setting=Original2026.05 | 33.19 | 42.52 | 60.27 | 47.63 | — | |
| TITerEvaluation Setting=Original2026.05 | 32.97 | 41.87 | 58.31 | 46.45 | — | |
| VicunaPrompting=CoH, year=20242026.02 | 32.8 | — | 65.6 | 45.7 | — | |
| ICLEvaluation Setting=Original2026.05 | 32.4 | — | 56.59 | 45.94 | — | |
| TIter2026.02 | 32.3 | 40.9 | 57.1 | 45.5 | — | |
| RETIA2026.02 | 32.3 | 42.8 | 62.8 | 47.8 | — | |
| xERTE2026.02 | 32.1 | 40 | 56.2 | 44.6 | — | |
| CEN2026.02 | 32.1 | 42.2 | 61.3 | 47.5 | — | |
| RE-GCNEvaluation Setting=Original2026.05 | 31.9 | 42.43 | 62.74 | 47.59 | — | |
| RE-GCN2026.02 | 30.7 | 40.4 | 59.2 | 45 | — | |
| RecurrencyEvaluation Setting=Original2026.05 | 29.69 | 37.12 | 51.26 | 40.75 | — | |
| CENET2026.02 | 29.6 | 39 | 57.5 | 43.2 | — | |
| GPT-NeoXyear=20222026.02 | 29.5 | — | 47.5 | 40.6 | — | |
| RE-NETModel Type=Temporal2021.06 | 29.3 | 38.9 | 57.5 | — | — | |
| PPT2026.02 | 28.9 | 38.4 | 57 | 42.5 | — | |
| LlamaPrompting=ICL, year=20232026.02 | 28.6 | — | 45.3 | 39.7 | — | |
| VicunaPrompting=ICL, year=20232026.02 | 28.1 | — | 45.3 | 39.1 | — | |
| CyGNetModel Type=Temporal2021.06 | 27.4 | 36.5 | 54.4 | — | — | |
| EnsembleEvaluation Setting=Striking-aware2026.05 | 27.18 | 38.67 | 61.49 | 44.07 | 24.69 | |
| RGCRNModel Type=Temporal2021.06 | 27 | 36.9 | 56.1 | — | — | |
| EvolveRGCNModel Type=Temporal2021.06 | 27 | 37.1 | 57 | — | — | |
| LogCLEvaluation Setting=Striking-aware2026.05 | 26.88 | 38.17 | 60.78 | 43.23 | 21.85 | |
| RE-NET2026.02 | 26.8 | 36.9 | 54.8 | 39.5 | — | |
| MINERVAModel Type=Static2021.06 | 25.7 | 33.2 | 48.3 | — | — | |
| CyGNet2026.02 | 25.7 | 35.1 | 53.6 | 39 | — | |
| ComplExModel Type=Static2021.06 | 22.2 | 31.9 | 50.7 | — | — | |
| ConvEModel Type=Static2021.06 | 21.7 | 30.9 | 50.1 | — | — | |
| TiRGNEvaluation Setting=Striking-aware2026.05 | 20.3 | 30.43 | 50.69 | 34.09 | 31.54 | |
| RE-GCNEvaluation Setting=Striking-aware2026.05 | 19.76 | 29.92 | 49.9 | 33.86 | 29.48 | |
| RGCNModel Type=Static2021.06 | 18.4 | 27.1 | 44.2 | — | — | |
| GenTKGEvaluation Setting=Striking-aware2026.05 | 18.28 | — | 33.96 | 28.07 | 50.65 | |
| RotatEModel Type=Static2021.06 | 18 | 27.5 | 47.2 | — | — | |
| TITerEvaluation Setting=Striking-aware2026.05 | 17.55 | 25.46 | 40.72 | 28.39 | 39.19 | |
| DistMultModel Type=Static2021.06 | 17.3 | 24.9 | 40.2 | — | — | |
| TLogicEvaluation Setting=Striking-aware2026.05 | 16.68 | 24.92 | 41.41 | 28.53 | 41.39 | |
| ICLEvaluation Setting=Striking-aware2026.05 | 15.95 | — | 36.59 | 26.18 | 50.77 | |
| RecurrencyEvaluation Setting=Striking-aware2026.05 | 13.62 | 19.47 | 30.75 | 21.49 | 47.55 |