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Link Prediction On Icews14 1

评估指标

MRR

评测结果

各个模型在此基准测试上的表现结果

模型名称
MRR
Paper TitleRepository
TLT-KGE(Quaternion)0.634Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion
ATiSE0.55RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
HyTE0.297RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
RotatE0.418RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TTransE0.255RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
RotateQVS0.591RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TimePlex0.589Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols
DE-SimplE0.526RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TransE0.28RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
QuatE0.471RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
SPA0.658Search to Pass Messages for Temporal Knowledge Graph Completion
TNTComplEx (x10)0.62Tensor Decompositions for temporal knowledge base completion
TNTComplEx0.56Tensor Decompositions for temporal knowledge base completion
TA-DistMult0.477RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TeRo-Large0.534RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
DistMult0.439RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
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