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5 months ago

Inductive Entity Representations from Text via Link Prediction

Daniel Daza Michael Cochez Paul Groth

Inductive Entity Representations from Text via Link Prediction

Abstract

Code Repositories

raphaelsty/mkb
pytorch
Mentioned in GitHub
dfdazac/blp
Official
pytorch

Benchmarks

BenchmarkMethodologyMetrics
inductive-knowledge-graph-completion-onBLP-ComplEx
Hits@1: 0.156
inductive-knowledge-graph-completion-onBLP-TransE
Hit@10: 0.58
Hits@3: 0.361
MRR: 0.285
inductive-knowledge-graph-completion-on-1BLP-SimplE
Hits@1: 0.289
MRR: 0.493
inductive-knowledge-graph-completion-on-1BLP-ComplEx
Hits@10: 0.877
Hits@3: 0.664
inductive-knowledge-graph-completion-on-fb15kBLP-TransE
Hit@1: 0.113
Hits@10: 0.363
Hits@3: 0.213
MRR: 0.195

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Inductive Entity Representations from Text via Link Prediction | Papers | HyperAI