Link Prediction On Fb15K

المقاييس

Hits@10

MRR

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Hits@10	MRR	Paper Title	Repository
DistMult (after variational EM)	0.914	0.841	Augmenting and Tuning Knowledge Graph Embeddings
ConvR	0.887	0.782	Adaptive Convolution for Multi-Relational Learning	-
TuckER	0.892	0.795	TuckER: Tensor Factorization for Knowledge Graph Completion
LogicENN	0.874	0.766	LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules	-
Relational-GCN	0.842	0.696	-	-
SEEK	0.886	0.825	SEEK: Segmented Embedding of Knowledge Graphs
QuatE	0.900	0.833	Quaternion Knowledge Graph Embeddings
Complex	0.840	0.692	Knowledge Graph Completion via Complex Tensor Factorization
OPTransE	0.899	-	Representation Learning with Ordered Relation Paths for Knowledge Graph Completion
pRotatE	0.884	0.799	RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
ConvE	0.831	0.657	Convolutional 2D Knowledge Graph Embeddings
HypER	0.885	0.790	Hypernetwork Knowledge Graph Embeddings
SimplE	0.876	0.779	GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding
SimplE	0.838	0.727	SimplE Embedding for Link Prediction in Knowledge Graphs
HHolE	.901	.796	Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations	-
AutoKGE	0.914	0.861	AutoSF: Searching Scoring Functions for Knowledge Graph Embedding
MEI-BTD	0.893	0.806	Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion
ComplEx NSCaching	-	0.7721	NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding
RotatE	0.884	0.797	RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Inverse Model	0.660	0.660	Convolutional 2D Knowledge Graph Embeddings

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