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Models/HAKE

HAKE

Reported on 20 benchmarks across 6 tasks · 2 papers · 7 SOTA

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

Graphs11 results

Link PredictiononYAGO3-10
Hits@3· 2019-11-21
0.596
best: 0.625 (MEIM)
SOTA
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononWN18RR
Hits@3· 2019-11-21
0.516
best: 0.792 (MoCoKGC)
SOTA
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononYAGO3-10
Hits@1· 2019-11-21
0.462
best: 0.514 (MEIM)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononYAGO3-10
Hits@10· 2019-11-21
0.694
best: 0.716 (MEIM)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononYAGO3-10
MRR· 2019-11-21
0.545
best: 0.585 (MEIM)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononWN18RR
Hits@1· 2019-11-21
0.452
best: 0.665 (MoCoKGC)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononWN18RR
Hits@10· 2019-11-21
0.582
best: 0.881 (MoCoKGC)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononWN18RR
MRR· 2019-11-21
0.497
best: 0.742 (MoCoKGC)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononFB15k-237
Hits@1· 2019-11-21
0.25
best: 0.321 (NBFNet)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononFB15k-237
Hits@3· 2019-11-21
0.381
best: 0.454 (NBFNet)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Link PredictiononFB15k-237
MRR· 2019-11-21
0.346
best: 0.415 (NBFNet)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419

Knowledge Base4 results

Knowledge GraphsonWN18RR
Hits@3· 2019-11-21
0.516
SOTA
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Knowledge Graph CompletiononWN18RR
Hits@3· 2019-11-21
0.516
SOTA
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Knowledge GraphsonFB15k-237
Hits@10· 2019-11-21
54.2
best: 62.6 (KBGAT)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Knowledge Graph CompletiononFB15k-237
Hits@10· 2019-11-21
54.2
best: 62.6 (KBGAT)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419

Methodology2 results

Large Language ModelonWN18RR
Hits@3· 2019-11-21
0.516
SOTA
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Large Language ModelonFB15k-237
Hits@10· 2019-11-21
54.2
best: 62.6 (KBGAT)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419

Natural Language Processing2 results

Inductive knowledge graph completiononWN18RR
Hits@3· 2019-11-21
0.516
SOTA
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419
Inductive knowledge graph completiononFB15k-237
Hits@10· 2019-11-21
54.2
best: 62.6 (KBGAT)
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction arXiv:1911.09419

Computer Vision1 result

Human-Object Interaction DetectiononHICO
mAP· uses extra data· 2019-04-13
47.1
best: 65.6 (DEFR)
SOTA
HAKE: Human Activity Knowledge Engine arXiv:1904.06539