| Relation-aware Ensemble Learning for Knowledge Graph Embedding | ✓ Link | 0.7392 ± 0.0011 | No | 0.7509 ± 0.0009 | 2176767622 | RelEns | 2023-10-13 |
| AutoWeird: Weird Translational Scoring Function Identified by Random Search | | 0.7353 ± 0.0006 | No | 0.7362 ± 0.0006 | 19215402 | AutoWeird | 2022-07-24 |
| []() | | 0.7305 ± 0.0010 | Yes | 0.7442 ± 0.0006 | 1927395330 | StarGraph + TripleRE + Text | |
| InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | | 0.7293 ± 0.0018 | No | 0.7391 ± 0.0023 | 156332770 | InterHT+ | 2022-02-10 |
| InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | | 0.7257 ± 0.0018 | No | 0.7370 ± 0.0022 | 148000738 | InterHT+ (256dim) | 2022-02-10 |
| StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph | ✓ Link | 0.7201 ± 0.0011 | No | 0.7288 ± 0.0008 | 86762146 | StarGraph + TripleRE | 2022-05-27 |
| Knowledge Graph Embedding with 3D Compound Geometric Transformations | ✓ Link | 0.7006 ± 0.0011 | No | 0.7175 ± 0.0015 | 750662700 | CompoundE3D | 2023-04-01 |
| TranS: Transition-based Knowledge Graph Embedding with Synthetic Relation Representation | | 0.6882 ± 0.0019 | No | 0.6988 ± 0.0006 | 19215402 | TranS | 2022-04-18 |
| InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | | 0.6779 ± 0.0018 | No | 0.6893 ± 0.0015 | 19215402 | InterHT | 2022-02-10 |
| []() | | 0.6711 ± 0.0045 | No | 0.6796 ± 0.0070 | 6831201 | A*Net | |
| A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs | ✓ Link | 0.6711 ± 0.0045 | No | 0.6796 ± 0.0070 | 6831201 | A*Net | 2022-06-07 |
| []() | | 0.6582 ± 0.0020 | No | 0.6616 ± 0.0018 | 7289002 | TripleRE + NodePiece | |
| Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations | ✓ Link | 0.6481 | | 0.6701 | 500334800 | ComplEx-N3-RP (100dim) | 2021-10-06 |
| []() | | 0.6392 ± 0.0045 | No | 0.6561 ± 0.0070 | 250167400 | ComplEx-RP (50dim) | |
| Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations | ✓ Link | 0.6364 | | 0.6594 | 250167400 | ComplEx-N3-RP (50dim) | 2021-10-06 |
| TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation | ✓ Link | 0.6359 ± 0.0020 | No | 0.6518 ± 0.0012 | 500441802 | TransERR | 2023-06-26 |
| []() | | 0.5794 ± 0.0020 | No | 0.6045 ± 0.0024 | 500763337 | tripleRE | |
| NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs | ✓ Link | 0.5703 ± 0.0035 | No | 0.5806 ± 0.0047 | 6860602 | NodePiece + AutoSF | 2021-06-23 |
| Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding | ✓ Link | 0.5602 ± 0.0016 | No | 0.5740 ± 0.0008 | 1000669602 | Rot-Pro | 2021-10-27 |
| AutoSF: Searching Scoring Functions for Knowledge Graph Embedding | ✓ Link | 0.5458 ± 0.0052 | No | 0.5510 ± 0.0063 | 500227800 | AutoSF | 2019-04-26 |
| PairRE: Knowledge Graph Embeddings via Paired Relation Vectors | ✓ Link | 0.5208 ± 0.0027 | No | 0.5423 ± 0.0020 | 500334800 | PairRE (200dim) | 2020-11-07 |
| RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space | ✓ Link | 0.4332 ± 0.0025 | No | 0.4353 ± 0.0028 | 1250435750 | RotatE (250dim) | 2019-02-26 |
| Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding | ✓ Link | 0.4277 ± 0.0008 | No | 0.4174 ± 0.0058 | 1000669602 | RotPro | 2021-10-27 |
| []() | | 0.4256 ± 0.0030 | No | 0.4272 ± 0.0030 | 1250569500 | TransE (500dim) | |
| Complex Embeddings for Simple Link Prediction | ✓ Link | 0.4027 ± 0.0027 | No | 0.3759 ± 0.0016 | 1250569500 | ComplEx (250dim) | 2016-06-20 |
| Complex Embeddings for Simple Link Prediction | ✓ Link | 0.3804 ± 0.0022 | No | 0.3534 ± 0.0052 | 250113900 | ComplEx (50dim) | 2016-06-20 |
| Embedding Entities and Relations for Learning and Inference in Knowledge Bases | ✓ Link | 0.3729 ± 0.0045 | No | 0.3506 ± 0.0042 | 1250569500 | DistMult (500dim) | 2014-12-20 |
| Embedding Entities and Relations for Learning and Inference in Knowledge Bases | ✓ Link | 0.3447 ± 0.0082 | No | 0.3150 ± 0.0088 | 250113900 | DistMult (100dim) | 2014-12-20 |
| []() | | 0.2622 ± 0.0045 | No | 0.2465 ± 0.0020 | 250113900 | TransE (100dim) | |
| RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space | ✓ Link | 0.2530 ± 0.0034 | No | 0.2250 ± 0.0035 | 250087150 | RotatE (50dim) | 2019-02-26 |