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Models/KBGAT

KBGAT

Reported on 25 benchmarks across 5 tasks · 1 paper · 20 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base10 results

Knowledge GraphsonFB15k-237
Hits@10· 2019-06-04
62.6
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge GraphsonFB15k-237
Hits@3· 2019-06-04
54
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge GraphsonWN18RR
Hits@1· 2019-06-04
0.361
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge GraphsonWN18RR
Hits@10· 2019-06-04
0.581
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge GraphsonWN18RR
Hits@3· 2019-06-04
0.483
best: 0.516 (HAKE)
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge Graph CompletiononFB15k-237
Hits@10· 2019-06-04
62.6
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge Graph CompletiononFB15k-237
Hits@3· 2019-06-04
54
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge Graph CompletiononWN18RR
Hits@1· 2019-06-04
0.361
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge Graph CompletiononWN18RR
Hits@10· 2019-06-04
0.581
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Knowledge Graph CompletiononWN18RR
Hits@3· 2019-06-04
0.483
best: 0.516 (HAKE)
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195

Methodology5 results

Large Language ModelonFB15k-237
Hits@10· 2019-06-04
62.6
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Large Language ModelonFB15k-237
Hits@3· 2019-06-04
54
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Large Language ModelonWN18RR
Hits@1· 2019-06-04
0.361
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Large Language ModelonWN18RR
Hits@10· 2019-06-04
0.581
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Large Language ModelonWN18RR
Hits@3· 2019-06-04
0.483
best: 0.516 (HAKE)
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195

Natural Language Processing5 results

Inductive knowledge graph completiononFB15k-237
Hits@10· 2019-06-04
62.6
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Inductive knowledge graph completiononFB15k-237
Hits@3· 2019-06-04
54
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Inductive knowledge graph completiononWN18RR
Hits@1· 2019-06-04
0.361
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Inductive knowledge graph completiononWN18RR
Hits@10· 2019-06-04
0.581
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Inductive knowledge graph completiononWN18RR
Hits@3· 2019-06-04
0.483
best: 0.516 (HAKE)
SOTA
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195

Graphs5 results

Link PredictiononWN18RR
Hits@1· 2019-06-04
0.361
best: 0.665 (MoCoKGC)
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Link PredictiononWN18RR
Hits@10· 2019-06-04
0.581
best: 0.881 (MoCoKGC)
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Link PredictiononWN18RR
Hits@3· 2019-06-04
0.483
best: 0.792 (MoCoKGC)
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Link PredictiononWN18RR
MR· 2019-06-04
1940
best: 13526 (Inverse Model)
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195
Link PredictiononWN18RR
MRR· 2019-06-04
0.44
best: 0.742 (MoCoKGC)
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs arXiv:1906.01195