OpenCodePapers
link-prediction-on-fb15k-1
Link Prediction
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ModelName
ReleaseDate
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Canonical Tensor Decomposition for Knowledge Base Completion
✓ Link
0.86
0.91
ComplEx-N3 (reciprocal)
2018-06-19
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction
✓ Link
0.843
0.805
0.867
0.906
36
LineaRE
2020-04-21
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion
✓ Link
0.800
0.757
0.823
0.878
MEI (small)
2020-06-29
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
0.796
0.727
0.848
0.901
21
HHolE
2018-11-02
PyTorch-BigGraph: A Large-scale Graph Embedding System
✓ Link
0.79
0.872
0.242
PyTorch BigGraph (ComplEx)
2019-03-28
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding
✓ Link
0.7721
0.8682
82
ComplEx NSCaching
2018-12-16
Knowledge Graph Embedding with Iterative Guidance from Soft Rules
✓ Link
0.768
0.703
0.815
0.865
0.836
Rule-Guided Embedding
2017-11-30
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs
✓ Link
0.652
0.857
49
MDE
2019-05-25
Holographic Embeddings of Knowledge Graphs
✓ Link
0.524
0.402
0.613
0.739
HolE
2015-10-16
Efficient Parallel Translating Embedding For Knowledge Graphs
✓ Link
0.468
60
ParTransH
2017-03-30