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Models/ComplEx

ComplEx

Reported on 33 benchmarks across 2 tasks · 4 papers · 12 SOTA

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

Graphs36 results

Link PredictiononCoDEx Medium
MRR· 2020-09-16
0.337
best: 0.372 (ULTRA)
SOTA
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononUMLS
Hits@10· 2016-06-20
0.967
best: 1 (LP-BERT)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononFB122
HITS@3· 2016-06-20
67.3
best: 74.2 (Prob-CBR)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononFB122
Hits@10· 2016-06-20
71.9
best: 78.2 (Prob-CBR)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononFB122
Hits@5· 2016-06-20
69.5
best: 76 (Prob-CBR)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononFB122
MRR· 2016-06-20
64.1
best: 72.7 (Prob-CBR)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18RR
Hits@1· 2016-06-20
0.41
best: 0.665 (MoCoKGC)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18RR
Hits@10· 2016-06-20
0.51
best: 0.881 (MoCoKGC)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18RR
MRR· 2016-06-20
0.44
best: 0.742 (MoCoKGC)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18
Hits@1· 2016-06-20
0.936
best: 0.953 (Inverse Model)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18
MRR· 2016-06-20
0.941
best: 0.963 (Inverse Model)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononFB15k-237
Hits@10· 2016-06-20
0.428
best: 0.599 (NBFNet)
SOTA
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononYAGO3-10
MRR· 2022-07-11
0.551
best: 0.585 (MEIM)
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings arXiv:2207.04979
Link PredictiononCoDEx Small
Hits@1· 2020-09-16
0.293
best: 0.375 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Small
Hits@10· 2020-09-16
0.623
best: 0.663 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Small
Hits@3· 2020-09-16
0.4494
best: 0.514 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Small
MRR· 2020-09-16
0.404
best: 0.473 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Medium
Hits@1· 2020-09-16
0.244
best: 0.277 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Medium
Hits@10· 2020-09-16
0.456
best: 0.525 (ULTRA)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Medium
Hits@3· 2020-09-16
0.3477
best: 0.386 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Large
Hits@1· 2020-09-16
0.237
best: 0.277 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Large
Hits@10· 2020-09-16
0.4
best: 0.473 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Large
Hits@3· 2020-09-16
0.3179
best: 0.377 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononCoDEx Large
MRR· 2020-09-16
0.294
best: 0.345 (ComplEx-N3-RP)
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark arXiv:2009.07810
Link PredictiononWikidata5M
Hits@1· 2019-11-13
0.228
best: 0.435 (MoCoKGC)
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation arXiv:1911.06136
Link PredictiononWikidata5M
Hits@10· 2019-11-13
0.373
best: 0.591 (MoCoKGC)
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation arXiv:1911.06136
Link PredictiononWikidata5M
Hits@3· 2019-11-13
0.31
best: 0.517 (MoCoKGC)
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation arXiv:1911.06136
Link PredictiononWikidata5M
MRR· 2019-11-13
0.281
best: 0.49 (MoCoKGC)
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation arXiv:1911.06136
Link PredictiononUMLS
MR· 2016-06-20
2.59
best: 5.52 (DistMult)
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18
Hits@10· 2016-06-20
0.947
best: 0.964 (Inverse Model)
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWN18
Hits@3· 2016-06-20
0.936
best: 0.964 (Inverse Model)
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link Property Predictiononogbl-biokg
Number of params· 2016-06-20
187648000
best: 849427106 (RelEns)
Complex Embeddings for Simple Link Prediction arXiv:1606.06357
Link PredictiononWikidata5M
Hits@1
0.255
best: 0.435 (MoCoKGC)
Link PredictiononWikidata5M
Hits@10
0.398
best: 0.591 (MoCoKGC)
Link PredictiononWikidata5M
MRR
0.308
best: 0.49 (MoCoKGC)
Link PredictiononOpenBioLink
Hits@10
0.514
best: 0.542 (DistMult)