Metric: MR (higher is better)
| # | Model↕ | MR▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DistMult | 5.52 | No | Embedding Entities and Relations for Learning an... | 2014-12-20 | Code |
| 2 | ComplEx | 2.59 | No | Complex Embeddings for Simple Link Prediction | 2016-06-20 | Code |
| 3 | TransE | 1.84 | No | - | - | Code |
| 4 | PALT | 1.57 | No | PALT: Parameter-Lite Transfer of Language Models... | 2022-10-25 | Code |
| 5 | ConvE | 1.51 | No | Convolutional 2D Knowledge Graph Embeddings | 2017-07-05 | Code |
| 6 | StAR | 1.49 | No | Structure-Augmented Text Representation Learning... | 2020-04-30 | Code |
| 7 | KG-BERT | 1.47 | No | KG-BERT: BERT for Knowledge Graph Completion | 2019-09-07 | Code |
| 8 | LASS | 1.39 | No | Joint Language Semantic and Structure Embedding ... | 2022-09-19 | Code |
| 9 | KGLM | 1.19 | No | KGLM: Integrating Knowledge Graph Structure in L... | 2022-11-04 | Code |
| 10 | LP-BERT | 1.18 | No | Multi-task Pre-training Language Model for Seman... | 2022-01-13 | Code |