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ResearchFormerly WizWand

Temporal Knowledge Graph Completion on ICEWS14 v1 (test)

0.658MRRSPA
0.238880.347690.45650.56531Oct 30, 2022Jan 18, 2023Apr 8, 2023Jun 27, 2023Sep 15, 2023Dec 4, 2023Feb 22, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SPAType=NAS2022.100.65854.473.785.7
RandomType=NAS2022.100.64252.872.284.3
ChronoRType=Human-designed2022.100.62554.766.977.3
TeLMType=Human-designed2022.100.62554.567.377.4
TNTComplExType=Human-designed2022.100.62526676
BoxTEType=Human-designed2022.100.61352.866.476.3
T-GAPType=Human-designed2022.100.6150.967.779
TeMP-SAType=Human-designed2022.100.60748.468.484
TIMEPLEXType=Human-designed2022.100.60451.5—77.1
TeMP-GRUType=Human-designed2022.100.60147.868.182.8
DE-SimplEType=Human-designed2022.100.52641.859.272.5
TA-DistMultType=Human-designed2022.100.47736.3—68.6
SimplEType=Human-designed2022.100.45834.151.668.7
ComplExType=Human-designed2022.100.442404366.4
DistMultType=Human-designed2022.100.44132.549.866.8
TiRGN + CoHModel Type=LLMs + Graph, Backbone=TiRGN2024.020.439433.0749.6464.9
TiRGN + ICLModel Type=LLMs + Graph, Backbone=TiRGN, Reproduced=true2024.020.432732.2849.0464.17
TiRGNModel Type=LLMs + Graph2024.020.429332.148.5363.6
RE-GCN + CoHModel Type=LLMs + Graph, Backbone=RE-GCN2024.020.424131.7747.8563.8
RE-GCN + ICLModel Type=LLMs + Graph, Backbone=RE-GCN, Reproduced=true2024.020.418430.8447.2762.97
RE-GCNModel Type=LLMs + Graph2024.020.413330.6146.6662.31
RE-NET + CoHModel Type=LLMs + Graph, Backbone=RE-NET2024.020.404330.3445.7860.42
RE-NET + ICLModel Type=LLMs + Graph, Backbone=RE-NET, Reproduced=true2024.020.393929.1244.3758.25
RE-NETModel Type=LLMs + Graph2024.020.387528.9643.6457.61
CoHModel Type=LLMs2024.020.345124.239.6751.21
TransEType=Human-designed2022.100.32615.44364.4
ICLModel Type=LLMs, Reproduced=true2024.020.317922.3837.6747.7
HyTEType=Human-designed2022.100.29710.841.665.5
TTransEType=Human-designed2022.100.2557.4—60.1