Link Prediction On Icews05 15 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

Paper TitleRepository
SPA0.713Search to Pass Messages for Temporal Knowledge Graph Completion
TLT-KGE(Quaternion)0.690Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion-
TNTComplEx (x10)0.67Tensor Decompositions for temporal knowledge base completion
RotateQVS0.633RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TimePlex0.632Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols
TNTComplEx0.60Tensor Decompositions for temporal knowledge base completion
TeRo-Large0.534RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
ATiSE0.519RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
DE-SimplE0.513RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
QuatE0.482RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TA-DistMult0.474RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
DistMult0.456RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
HyTE0.316RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
RotatEYAGO3-100.304RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TransE0.294RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
TTransE0.271RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion-
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Link Prediction On Icews05 15 1 | SOTA | HyperAI超神经