InterHT+ (256dim) | No | 148000738 | 0.7257 ± 0.0018 | 0.7370 ± 0.0022 | InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | - |
ComplEx (50dim) | No | 250113900 | 0.3804 ± 0.0022 | 0.3534 ± 0.0052 | Complex Embeddings for Simple Link Prediction | |
RotatE (50dim) | No | 250087150 | 0.2530 ± 0.0034 | 0.2250 ± 0.0035 | RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space | |
ComplEx (250dim) | No | 1250569500 | 0.4027 ± 0.0027 | 0.3759 ± 0.0016 | Complex Embeddings for Simple Link Prediction | |
DistMult (500dim) | No | 1250569500 | 0.3729 ± 0.0045 | 0.3506 ± 0.0042 | Embedding Entities and Relations for Learning and Inference in Knowledge Bases | |
Rot-Pro | No | 1000669602 | 0.5602 ± 0.0016 | 0.5740 ± 0.0008 | Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding | |
StarGraph + TripleRE | No | 86762146 | 0.7201 ± 0.0011 | 0.7288 ± 0.0008 | StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph | |
InterHT+ | No | 156332770 | 0.7293 ± 0.0018 | 0.7391 ± 0.0023 | InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | - |
DistMult (100dim) | No | 250113900 | 0.3447 ± 0.0082 | 0.3150 ± 0.0088 | Embedding Entities and Relations for Learning and Inference in Knowledge Bases | |
AutoWeird | No | 19215402 | 0.7353 ± 0.0006 | 0.7362 ± 0.0006 | AutoWeird: Weird Translational Scoring Function Identified by Random Search | - |
InterHT | No | 19215402 | 0.6779 ± 0.0018 | 0.6893 ± 0.0015 | InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | - |
CompoundE3D | No | 750662700 | 0.7006 ± 0.0011 | 0.7175 ± 0.0015 | Knowledge Graph Embedding with 3D Compound Geometric Transformations | |
AutoSF | No | 500227800 | 0.5458 ± 0.0052 | 0.5510 ± 0.0063 | AutoSF: Searching Scoring Functions for Knowledge Graph Embedding | |
PairRE (200dim) | No | 500334800 | 0.5208 ± 0.0027 | 0.5423 ± 0.0020 | PairRE: Knowledge Graph Embeddings via Paired Relation Vectors | |
TransERR | No | 500441802 | 0.6359 ± 0.0020 | 0.6518 ± 0.0012 | TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation | |
NodePiece + AutoSF | No | 6860602 | 0.5703 ± 0.0035 | 0.5806 ± 0.0047 | NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs | |