| MEIM |
- MRR
- 0.585
- Hits@10
- 0.716
- Hits@1
- 0.514
- Hits@3
- 0.625
|
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction 2022-09-30 |
코드 1 · 코드 2 · 코드 3 · 코드 4 |
| ComplEx-DURA (large model) |
- MRR
- 0.584
- Hits@10
- 0.713
- Hits@1
- 0.511
|
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 2020-11-11 |
코드 1 · 코드 2 · 코드 3 |
| CP-DURA (large model) |
- MRR
- 0.579
- Hits@10
- 0.709
- Hits@1
- 0.506
|
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 2020-11-11 |
코드 1 · 코드 2 · 코드 3 |
| MEI |
- MRR
- 0.578
- Hits@10
- 0.709
- Hits@1
- 0.505
- Hits@3
- 0.622
- MR
- 756
|
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 2020-06-29 |
코드 1 · 코드 2 |
| RefE |
- MRR
- 0.577
- Hits@10
- 0.712
- Hits@1
- 0.503
- Hits@3
- 0.621
|
Low-Dimensional Hyperbolic Knowledge Graph Embeddings 2020-05-01 |
코드 1 · 코드 2 · 코드 3 |
| BoxE |
- MRR
- 0.567
- Hits@10
- 0.699
- Hits@1
- 0.494
|
BoxE: A Box Embedding Model for Knowledge Base Completion 2020-07-13 |
코드 1 |
| SAFRAN (white box, rule based) |
- MRR
- 0.564
- Hits@10
- 0.693
- Hits@1
- 0.492
|
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models 2021-09-16 |
코드 1 |
| NBFNet |
- MRR
- 0.563
- Hits@10
- 0.708
- Hits@1
- 0.480
- Hits@3
- 0.612
|
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 2021-06-13 |
코드 1 · 코드 2 · 코드 3 |
| A*Net |
- MRR
- 0.556
- Hits@10
- 0.707
- Hits@1
- 0.470
- Hits@3
- 0.611
|
연결 없음 논문 날짜 미기재 |
연결 없음 |
| DensE |
- MRR
- 0.541
- Hits@10
- 0.678
- Hits@1
- 0.465
- Hits@3
- 0.585
|
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy 2020-08-11 |
코드 1 |
| HAKE |
- MRR
- 0.545
- Hits@10
- 0.694
- Hits@1
- 0.462
- Hits@3
- 0.596
|
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction 2019-11-21 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 |
| InteractE |
- MRR
- 0.541
- Hits@10
- 0.687
- Hits@1
- 0.462
|
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions 2019-11-01 |
코드 1 |
| Rot-Pro |
- MRR
- 0.542
- Hits@10
- 0.699
- Hits@1
- 0.443
- Hits@3
- 0.596
|
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding 2021-10-27 |
코드 1 · 코드 2 |
| DihEdral |
- MRR
- 0.472
- Hits@10
- 0.643
- Hits@1
- 0.381
- Hits@3
- 0.523
|
Relation Embedding with Dihedral Group in Knowledge Graph 2019-06-03 |
연결 없음 |
| ComplEx-N3 (large model, reciprocal) |
- Hits@10
- 0.71
|
Canonical Tensor Decomposition for Knowledge Base Completion 2018-06-19 |
코드 1 · 코드 2 · 코드 3 |
| ConvE |
- MRR
- 0.44
- Hits@10
- 0.62
|
Convolutional 2D Knowledge Graph Embeddings 2017-07-05 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 |
| ComplEx-N3 (reciprocal) |
- MRR
- 0.58
|
Canonical Tensor Decomposition for Knowledge Base Completion 2018-06-19 |
코드 1 · 코드 2 · 코드 3 |
| ComplEx |
- MRR
- 0.551
|
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings 2022-07-11 |
코드 1 · 코드 2 |