ML Research Wiki / Benchmarks / Link Prediction / FB15k

FB15k

Link Prediction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: MRR

Top Performing Models

Rank Model Paper MRR Date Code
1 ComplEx-N3 (reciprocal) Canonical Tensor Decomposition for Knowledge Base Completion 0.91 2018-06-19 📦 facebookresearch/kbc 📦 facebookresearch/ssl-relation-prediction 📦 twktheainur/kbc
2 LineaRE LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction 0.91 2020-04-21 📦 pengyanhui/LineaRE
3 HHolE Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations 0.90 2018-11-02 -
4 MEI (small) Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 0.88 2020-06-29 📦 tranhungnghiep/AnalyzeKGE 📦 tranhungnghiep/MEI-KGE
5 PyTorch BigGraph (ComplEx) PyTorch-BigGraph: A Large-scale Graph Embedding System 0.87 2019-03-28 📦 facebookresearch/PyTorch-BigGraph
6 ComplEx NSCaching NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding 0.87 2018-12-16 📦 yzhangee/NSCaching 📦 automl-research/nscaching 📦 AutoML-4Paradigm/NSCaching
7 Rule-Guided Embedding Knowledge Graph Embedding with Iterative Guidance from Soft Rules 0.87 2017-11-30 📦 iieir-km/RUGE
8 MDE MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs 0.86 2019-05-25 📦 mlwin-de/MDE 📦 mlwin-de/MDE_adv
9 HolE Holographic Embeddings of Knowledge Graphs 0.74 2015-10-16 📦 Accenture/AmpliGraph 📦 mnick/scikit-kge 📦 mnick/holographic-embeddings 📦 bi-graph/emgraph
10 ParTransH Efficient Parallel Translating Embedding For Knowledge Graphs 0.47 2017-03-30 📦 zdh2292390/ParTrans-X

All Papers (10)

facebookresearch/kbc facebookresearch/ssl-relation-prediction twktheainur/kbc
pengyanhui/LineaRE
tranhungnghiep/AnalyzeKGE tranhungnghiep/MEI-KGE
facebookresearch/PyTorch-BigGraph
yzhangee/NSCaching automl-research/nscaching
iieir-km/RUGE
mlwin-de/MDE mlwin-de/MDE_adv
Accenture/AmpliGraph mnick/scikit-kge
zdh2292390/ParTrans-X