Temporal Knowledge Graph Reasoning on ICEWS14 (test)
38.33Hits@1G2S
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| G2SLearning Strategy=Supervised Fine-tuning2025.05 | 38.33 | — | 54.12 | 68.58 | — | — | |
| G2S2025.05 | 38.33 | — | 54.12 | 68.58 | — | — | |
| GenTKGLearning Strategy=Supervised Fine-tuning2025.05 | 36.85 | — | 47.95 | 53.5 | — | — | |
| IGETR2026.01 | 35.7 | — | 51.9 | 65.2 | — | — | |
| L2TKG2025.05 | 35.36 | — | — | 71.05 | — | — | |
| HGLS2026.01 | 34.9 | — | 48 | 68.8 | — | — | |
| GenTKG2026.01 | 34.9 | — | 47.3 | 61.9 | — | — | |
| RPC2025.05 | 34.87 | — | 49.8 | 65.08 | — | — | |
| DiMNet2025.05 | 34.41 | 45.72 | 51.37 | 67.99 | — | — | |
| Llama-2-7bProtocol=COH2026.01 | 33.8 | — | 46.2 | 58.7 | — | — | |
| RiRGN2025.05 | 33.73 | — | 49.85 | 64.46 | — | — | |
| TLogicLearning Strategy=Traditional Method2025.05 | 33.2 | — | 47.6 | 60.2 | — | — | |
| XERTELearning Strategy=Traditional Method2025.05 | 33 | — | 45.4 | 57 | — | — | |
| TiPNNReasoning Type=Extrapolated TKG Reasoning2025.05 | 32.76 | 41.79 | 46.92 | 58.8 | — | — | |
| TITerReasoning Type=Extrapolated TKG Reasoning2025.05 | 32.74 | 41.73 | 46.46 | 58.44 | — | — | |
| xERTEReasoning Type=Extrapolated TKG Reasoning2025.05 | 32.7 | 40.79 | 45.67 | 57.3 | — | — | |
| CaORG2026.01 | 32.5 | — | 47.9 | 61.2 | — | — | |
| RETIA2025.05 | 32.47 | — | 48.01 | 63.64 | — | — | |
| GPT-NeoX-ICLLearning Strategy=In-context Learning2025.05 | 32.4 | — | 46 | 56.5 | — | — | |
| GPT-NeoX-ICLSetting=Zero-shot2025.05 | 32.4 | — | 46 | 56.5 | — | — | |
| TLogic2026.01 | 32.2 | — | 47 | 60.3 | — | — | |
| G2S_GL(F+Map)Setting=Zero-shot, Anonymization=FID + Scenario Mapping2025.05 | 32.13 | — | 45.56 | 56.59 | — | — | |
| CENReasoning Type=Extrapolated TKG Reasoning2025.05 | 32.1 | 42.17 | 47.59 | 61.43 | — | — | |
| G2S_GL(R) w. WIKISetting=Zero-shot, External Knowledge=WIKI, Anonymization=RID2025.05 | 32.02 | — | 44.99 | 55.84 | — | — | |
| G2S_GL(R)Setting=Zero-shot, Anonymization=RID2025.05 | 31.95 | — | 44.87 | 55.61 | — | — | |
| TITerLearning Strategy=Traditional Method2025.05 | 31.9 | — | 45.4 | 57.5 | — | — | |
| llama3-ICLLearning Strategy=In-context Learning2025.05 | 31.9 | — | 42.4 | 44.1 | — | — | |
| llama3-ICLSetting=Zero-shot2025.05 | 31.9 | — | 42.4 | 44.1 | — | — | |
| RE-GCNReasoning Type=Extrapolated TKG Reasoning2025.05 | 31.58 | 41.78 | 46.65 | 61.51 | — | — | |
| DaeMonReasoning Type=Extrapolated TKG Reasoning2025.05 | 31.53 | 40.68 | 45.58 | 56.73 | — | — | |
| G2S_GL(F)Setting=Zero-shot, Anonymization=FID2025.05 | 31.52 | — | 44.8 | 55.62 | — | — | |
| Vicuna-7bProtocol=COH2026.01 | 31.5 | — | — | 64.8 | — | — | |
| RE-GCNLearning Strategy=Traditional Method2025.05 | 31.3 | — | 47.3 | 62.6 | — | — | |
| TiRGN2026.01 | 31.3 | — | 46.8 | 61.2 | — | — | |
| xERTE2026.01 | 31.2 | — | 45.3 | 57 | — | — | |
| CENET2025.05 | 30.18 | — | 41.79 | 55.2 | — | — | |
| RE-GCN2026.01 | 29.7 | — | 44.1 | 58.6 | — | — | |
| GPT-NeoX-20BProtocol=ICL2026.01 | 29.5 | — | 40.6 | 47.5 | — | — | |
| RE-NET2026.01 | 29.3 | — | 43.1 | 57.5 | — | — | |
| RE-NETReasoning Type=Extrapolated TKG Reasoning2025.05 | 28.68 | 38.28 | 41.43 | 54.52 | — | — | |
| GHTReasoning Type=Extrapolated TKG Reasoning2025.05 | 27.77 | 37.4 | 41.66 | 56.19 | — | — | |
| Llama-2-7bProtocol=ICL2026.01 | 27.5 | — | 39.1 | 45.3 | — | — | |
| TANGOLearning Strategy=Traditional Method2025.05 | 27.2 | — | 40.8 | 55 | — | — | |
| Vicuna-7bProtocol=ICL2026.01 | 27 | — | 38.6 | 45.3 | — | — | |
| llama2-ICLLearning Strategy=In-context Learning2025.05 | 25.8 | — | 43 | 51 | — | — | |
| llama2-ICLSetting=Zero-shot2025.05 | 25.8 | — | 43 | 51 | — | — | |
| ConvEReasoning Type=Traditional KG Reasoning2025.05 | 24.83 | 34.5 | 38.56 | 53.88 | — | — | |
| DE-SimplEReasoning Type=Interpolated TKG Reasoning2025.05 | 24.43 | 32.67 | 35.69 | 49.11 | — | — | |
| FrequencySetting=Zero-shot2025.05 | 24.3 | — | 38.7 | 53.2 | — | — | |
| CyGNetReasoning Type=Extrapolated TKG Reasoning2025.05 | 23.69 | 32.73 | 36.31 | 50.67 | — | — | |
| TNTComplExReasoning Type=Interpolated TKG Reasoning2025.05 | 23.35 | 32.12 | 36.03 | 49.13 | — | — | |
| TANGO-TuckerReasoning Type=Extrapolated TKG Reasoning2025.05 | 17.3 | 26.25 | 29.07 | 44.18 | — | — | |
| TA-DistMultReasoning Type=Interpolated TKG Reasoning2025.05 | 17.09 | 26.47 | 30.22 | 45.41 | — | — | |
| TANGO-DistMultReasoning Type=Extrapolated TKG Reasoning2025.05 | 16.36 | 24.7 | 27.26 | 41.35 | — | — | |
| TANGO2026.01 | 15.1 | — | 27.2 | 43.1 | — | — | |
| ComplExReasoning Type=Traditional KG Reasoning2025.05 | 14.49 | 21.28 | 23.11 | 35.2 | — | — | |
| DistMultReasoning Type=Traditional KG Reasoning2025.05 | 11.42 | 16.16 | 17.94 | 25.3 | — | — | |
| RotatEReasoning Type=Traditional KG Reasoning2025.05 | 10.26 | 20.88 | 23.9 | 44.03 | — | — | |
| TTransEReasoning Type=Interpolated TKG Reasoning2025.05 | 3.11 | 13.43 | 17.32 | 34.55 | — | — | |
| DiffuTKG2026.02 | — | — | — | — | 13.49 | — | |
| NADEx2026.02 | — | — | — | — | 10.91 | — | |
| RE-GCN2026.02 | — | — | — | — | 28.96 | — | |
| TiRGN2026.02 | — | — | — | — | 32.88 | — |