Metric: MR (higher is better)
| # | Model↕ | MR▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Inverse Model | 2501 | No | Convolutional 2D Knowledge Graph Embeddings | 2017-07-05 | Code |
| 2 | TransE | 125 | No | - | - | Code |
| 3 | LogicENN | 112 | No | LogicENN: A Neural Based Knowledge Graphs Embedd... | 2019-08-20 | - |
| 4 | TransD | 91 | No | - | - | Code |
| 5 | SimplE | 74 | No | GraphVite: A High-Performance CPU-GPU Hybrid Sys... | 2019-03-02 | Code |
| 6 | ConvE | 51 | No | Convolutional 2D Knowledge Graph Embeddings | 2017-07-05 | Code |
| 7 | pRotatE | 43 | No | RotatE: Knowledge Graph Embedding by Relational ... | 2019-02-26 | Code |
| 8 | RotatE | 40 | No | RotatE: Knowledge Graph Embedding by Relational ... | 2019-02-26 | Code |
| 9 | OPTransE | 33 | No | Representation Learning with Ordered Relation Pa... | 2019-09-26 | Code |
| 10 | HHolE | 21 | No | Augmenting Compositional Models for Knowledge Ba... | 2018-11-02 | - |
| 11 | QuatE | 17 | No | Quaternion Knowledge Graph Embeddings | 2019-04-23 | Code |