Metric: Hits@10 (higher is better)
| # | Model↕ | Hits@10▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ComplEx-N3 (reciprocal) | 0.91 | No | Canonical Tensor Decomposition for Knowledge Bas... | 2018-06-19 | Code |
| 2 | LineaRE | 0.906 | No | LineaRE: Simple but Powerful Knowledge Graph Emb... | 2020-04-21 | Code |
| 3 | HHolE | 0.901 | No | Augmenting Compositional Models for Knowledge Ba... | 2018-11-02 | - |
| 4 | MEI (small) | 0.878 | No | Multi-Partition Embedding Interaction with Block... | 2020-06-29 | Code |
| 5 | PyTorch BigGraph (ComplEx) | 0.872 | No | PyTorch-BigGraph: A Large-scale Graph Embedding ... | 2019-03-28 | Code |
| 6 | ComplEx NSCaching | 0.8682 | No | NSCaching: Simple and Efficient Negative Samplin... | 2018-12-16 | Code |
| 7 | Rule-Guided Embedding | 0.865 | No | Knowledge Graph Embedding with Iterative Guidanc... | 2017-11-30 | Code |
| 8 | MDE | 0.857 | No | MDE: Multiple Distance Embeddings for Link Predi... | 2019-05-25 | Code |
| 9 | HolE | 0.739 | No | Holographic Embeddings of Knowledge Graphs | 2015-10-16 | Code |
| 10 | ParTransH | 0.468 | No | Efficient Parallel Translating Embedding For Kno... | 2017-03-30 | Code |