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