ML Research Wiki / Benchmarks / Link Prediction / YAGO3-10

YAGO3-10

Link Prediction Benchmark

Performance Over Time

📊 Showing 17 results | 📏 Metric: Hits@1

Top Performing Models

Rank Model Paper Hits@1 Date Code
1 ComplEx-N3 (large model, reciprocal) Canonical Tensor Decomposition for Knowledge Base Completion 0.71 2018-06-19 📦 facebookresearch/kbc 📦 facebookresearch/ssl-relation-prediction 📦 twktheainur/kbc
2 MEIM MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction 0.59 2022-09-30 📦 tranhungnghiep/AnalyzingKGEmbeddings 📦 tranhungnghiep/AnalyzeKGE 📦 tranhungnghiep/meim-kge 📦 tranhungnghiep/MEI-KGE
3 ComplEx-DURA (large model) Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 0.58 2020-11-11 📦 MIRALab-USTC/KGE-HAKE 📦 MIRALab-USTC/KGE-DURA 📦 miralab-ustc/qe-cone
4 ComplEx-N3 (reciprocal) Canonical Tensor Decomposition for Knowledge Base Completion 0.58 2018-06-19 📦 facebookresearch/kbc 📦 facebookresearch/ssl-relation-prediction 📦 twktheainur/kbc
5 CP-DURA (large model) Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 0.58 2020-11-11 📦 MIRALab-USTC/KGE-HAKE 📦 MIRALab-USTC/KGE-DURA 📦 miralab-ustc/qe-cone
6 MEI Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 0.58 2020-06-29 📦 tranhungnghiep/AnalyzeKGE 📦 tranhungnghiep/MEI-KGE
7 RefE Low-Dimensional Hyperbolic Knowledge Graph Embeddings 0.58 2020-05-01 📦 tensorflow/neural-structured-learning 📦 tensorflow/neural-structured-learning 📦 HazyResearch/KGEmb
8 BoxE BoxE: A Box Embedding Model for Knowledge Base Completion 0.57 2020-07-13 📦 ralphabb/BoxE
9 SAFRAN (white box, rule based) SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models 0.56 2021-09-16 📦 OpenBioLink/SAFRAN
10 NBFNet Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 0.56 2021-06-13 📦 DeepGraphLearning/NBFNet 📦 fs302/EasyLink 📦 fs302/EasyLink

All Papers (17)