| 1 | NBFNet | 0.415 | No | Neural Bellman-Ford Networks: A General Graph Ne... | 2021-06-13 | Code |
| 2 | MetaSD | 0.391 | No | Self-Distillation with Meta Learning for Knowled... | 2023-05-20 | Code |
| 3 | MoCoKGC | 0.391 | No | - | - | - |
| 4 | KG-R3 (this work) | 0.39 | No | A Retrieve-and-Read Framework for Knowledge Grap... | 2022-12-19 | Code |
| 5 | ComplEx-N3-RP | 0.389 | No | Relation Prediction as an Auxiliary Training Obj... | 2021-10-06 | Code |
| 6 | SAFRAN | 0.389 | No | SAFRAN: An interpretable, rule-based link predic... | 2021-09-16 | Code |
| 7 | MoCoSA | 0.387 | No | MoCoSA: Momentum Contrast for Knowledge Graph Co... | 2023-08-16 | - |
| 8 | DaBR | 0.373 | No | Distance-Adaptive Quaternion Knowledge Graph Emb... | 2024-12-05 | Code |
| 9 | HittER | 0.373 | No | HittER: Hierarchical Transformers for Knowledge ... | 2020-08-28 | Code |
| 10 | Relphormer | 0.371 | No | Relphormer: Relational Graph Transformer for Kno... | 2022-05-22 | Code |
| 11 | ComplEx-DURA | 0.371 | No | Duality-Induced Regularizer for Tensor Factoriza... | 2020-11-11 | Code |
| 12 | kNN-KGE | 0.37 | Yes | Reasoning Through Memorization: Nearest Neighbor... | 2022-01-14 | Code |
| 13 | MEIM | 0.369 | No | MEIM: Multi-partition Embedding Interaction Beyo... | 2022-09-30 | Code |
| 14 | NePTuNe | 0.366 | No | NePTuNe: Neural Powered Tucker Network for Knowl... | 2021-04-15 | Code |
| 15 | CP-N3-RP | 0.366 | No | Relation Prediction as an Auxiliary Training Obj... | 2021-10-06 | Code |
| 16 | MEI | 0.365 | No | Multi-Partition Embedding Interaction with Block... | 2020-06-29 | Code |
| 17 | SE-GNN (ours) | 0.365 | No | How Does Knowledge Graph Embedding Extrapolate t... | 2021-09-24 | Code |
| 18 | QuatDE | 0.365 | No | QuatDE: Dynamic Quaternion Embedding for Knowled... | 2021-05-19 | Code |
| 19 | StAR | 0.365 | Yes | Structure-Augmented Text Representation Learning... | 2020-04-30 | Code |
| 20 | AutoKGE | 0.365 | No | AutoSF: Searching Scoring Functions for Knowledg... | 2019-04-26 | Code |
| 21 | RESCAL (SCE w/ LS pretrained) | 0.364 | No | Unified Interpretation of Softmax Cross-Entropy ... | 2021-06-14 | Code |
| 22 | RESCAL (SCE w/ LS) | 0.363 | No | Unified Interpretation of Softmax Cross-Entropy ... | 2021-06-14 | Code |
| 23 | GC-OTE | 0.361 | No | Orthogonal Relation Transforms with Graph Contex... | 2019-11-09 | - |
| 24 | SAttLE | 0.36 | No | Self-attention Presents Low-dimensional Knowledg... | 2021-12-20 | Code |
| 25 | KERMIT | 0.359 | No | KERMIT: Knowledge Graph Completion of Enhanced R... | 2023-09-26 | Code |
| 26 | TuckER | 0.358 | No | TuckER: Tensor Factorization for Knowledge Graph... | 2019-01-28 | Code |
| 27 | LineaRE | 0.357 | No | LineaRE: Simple but Powerful Knowledge Graph Emb... | 2020-04-21 | Code |
| 28 | DistMult (after variational EM) | 0.357 | No | Augmenting and Tuning Knowledge Graph Embeddings | 2019-07-01 | Code |
| 29 | CompGCN | 0.355 | No | Composition-based Multi-Relational Graph Convolu... | 2019-11-08 | Code |
| 30 | TuckER-RP | 0.354 | No | Relation Prediction as an Auxiliary Training Obj... | 2021-10-06 | Code |
| 31 | InteractE | 0.354 | No | InteractE: Improving Convolution-based Knowledge... | 2019-11-01 | Code |
| 32 | RESCAL + Decom | 0.354 | No | Decompressing Knowledge Graph Representations fo... | 2019-11-11 | Code |
| 33 | RefE | 0.351 | No | Low-Dimensional Hyperbolic Knowledge Graph Embed... | 2020-05-01 | Code |
| 34 | ConvR | 0.35 | No | - | - | - |
| 35 | Structure-Aware Convolutional Networks | 0.35 | No | End-to-end Structure-Aware Convolutional Network... | 2018-11-11 | Code |
| 36 | DensE | 0.349 | No | DensE: An Enhanced Non-commutative Representatio... | 2020-08-11 | Code |
| 37 | QuatE | 0.348 | No | Quaternion Knowledge Graph Embeddings | 2019-04-23 | Code |
| 38 | HAKE | 0.346 | No | Learning Hierarchy-Aware Knowledge Graph Embeddi... | 2019-11-21 | Code |
| 39 | RotatE + GreenKGC (Ours) | 0.345 | No | GreenKGC: A Lightweight Knowledge Graph Completi... | 2022-08-19 | Code |
| 40 | ConE | 0.345 | No | Modeling Heterogeneous Hierarchies with Relation... | 2021-10-28 | Code |
| 41 | Rot-Pro | 0.344 | No | Rot-Pro: Modeling Transitivity by Projection in ... | 2021-10-27 | Code |
| 42 | MDE_adv | 0.344 | No | MDE: Multiple Distance Embeddings for Link Predi... | 2019-05-25 | Code |
| 43 | DRUM (T=3) | 0.343 | No | DRUM: End-To-End Differentiable Rule Mining On K... | 2019-10-31 | Code |
| 44 | HypER | 0.341 | No | Hypernetwork Knowledge Graph Embeddings | 2018-08-21 | Code |
| 45 | RotatE | 0.338 | No | RotatE: Knowledge Graph Embedding by Relational ... | 2019-02-26 | Code |
| 46 | GFA-NN | 0.338 | No | - | - | Code |
| 47 | BoxE | 0.337 | No | BoxE: A Box Embedding Model for Knowledge Base C... | 2020-07-13 | Code |
| 48 | SimKGCIB(+PB+SN) | 0.336 | No | SimKGC: Simple Contrastive Knowledge Graph Compl... | 2022-03-04 | Code |
| 49 | MuRP | 0.336 | No | Multi-relational Poincaré Graph Embeddings | 2019-05-23 | Code |
| 50 | TransE + GreenKGC (Ours) | 0.331 | No | GreenKGC: A Lightweight Knowledge Graph Completi... | 2022-08-19 | Code |
| 51 | pRotatE | 0.328 | No | RotatE: Knowledge Graph Embedding by Relational ... | 2019-02-26 | Code |
| 52 | ConvE | 0.325 | No | Convolutional 2D Knowledge Graph Embeddings | 2017-07-05 | Code |
| 53 | RotatE | 0.314 | No | GraphVite: A High-Performance CPU-GPU Hybrid Sys... | 2019-03-02 | Code |
| 54 | LP-BERT | 0.31 | Yes | Multi-task Pre-training Language Model for Seman... | 2022-01-13 | Code |
| 55 | ConvKB (Corrected) | 0.309 | No | A Re-evaluation of Knowledge Graph Completion Me... | 2019-11-10 | Code |
| 56 | ComplEx NSCaching | 0.3021 | No | NSCaching: Simple and Efficient Negative Samplin... | 2018-12-16 | Code |
| 57 | KGRefiner | 0.302 | No | KGRefiner: Knowledge Graph Refinement for Improv... | 2021-06-27 | - |
| 58 | TransE | 0.2904 | No | - | - | Code |
| 59 | JoBi ComplEx | 0.29 | No | Using Pairwise Occurrence Information to Improve... | 2019-10-25 | - |
| 60 | KGLM | 0.289 | No | KGLM: Integrating Knowledge Graph Structure in L... | 2022-11-04 | Code |
| 61 | KBGAN (TransD + ComplEx) | 0.277 | No | KBGAN: Adversarial Learning for Knowledge Graph ... | 2017-11-11 | Code |
| 62 | MLMLM | 0.2591 | No | MLMLM: Link Prediction with Mean Likelihood Mask... | 2020-09-15 | - |
| 63 | TransD | 0.2527 | No | - | - | Code |
| 64 | DistMult | 0.241 | No | Embedding Entities and Relations for Learning an... | 2014-12-20 | Code |
| 65 | RR-GCN-PPV | 0.238 | No | R-GCN: The R Could Stand for Random | 2022-03-04 | Code |
| 66 | KBAT (Corrected) | 0.157 | No | A Re-evaluation of Knowledge Graph Completion Me... | 2019-11-10 | Code |
| 67 | CapsE (Corrected) | 0.032 | No | A Re-evaluation of Knowledge Graph Completion Me... | 2019-11-10 | Code |
| 68 | Inverse Model | 0.01 | No | Convolutional 2D Knowledge Graph Embeddings | 2017-07-05 | Code |