| Relation-aware Ensemble Learning for Knowledge Graph Embedding | ✓ Link | 0.9618 ± 0.0002 | No | 0.9627 ± 0.0004 | 849427106 | RelEns | 2023-10-13 |
| Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities | ✓ Link | 0.9011 | | 0.9011 | | GFA-NN | 2021-06-01 |
| []() | | 0.8583 ± 0.0005 | No | 0.8592 ± 0.0004 | 187648000 | ComplEx^2 | |
| How to Turn Your Knowledge Graph Embeddings into Generative Models | ✓ Link | 0.8583 ± 0.0005 | No | 0.8592 ± 0.0004 | 187648000 | ComplEx^2 | 2023-05-25 |
| Prior Bilinear Based Models for Knowledge Graph Completion | ✓ Link | 0.8550 ± 0.0003 | No | 0.8553 ± 0.0001 | 181654170 | UniBi | 2023-09-25 |
| Bilinear Scoring Function Search for Knowledge Graph Learning | ✓ Link | 0.8536 ± 0.0003 | No | 0.8548 ± 0.0002 | 192047104 | AutoBLM-KGBench | 2021-07-01 |
| Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations | ✓ Link | 0.8494 | | 0.8497 | 187750000 | ComplEx-N3-RP | 2021-10-06 |
| []() | | 0.8492 ± 0.0002 | No | 0.8497 ± 0.0002 | 187750000 | ComplEx-RP (1000dim) | |
| []() | | 0.8348 ± 0.0007 | No | 0.8360 ± 0.0006 | 469630002 | TripleRE | |
| Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction | ✓ Link | 0.8317 | No | 0.8318 | 734,209 | NBFNet | 2021-06-13 |
| AutoSF: Searching Scoring Functions for Knowledge Graph Embedding | ✓ Link | 0.8309 ± 0.0008 | No | 0.8317 ± 0.0007 | 93824000 | AutoSF | 2019-04-26 |
| PairRE: Knowledge Graph Embeddings via Paired Relation Vectors | ✓ Link | 0.8164 ± 0.0005 | No | 0.8172 ± 0.0005 | 187750000 | PairRE | 2020-11-07 |
| Complex Embeddings for Simple Link Prediction | ✓ Link | 0.8095 ± 0.0007 | No | 0.8105 ± 0.0001 | 187648000 | ComplEx | 2016-06-20 |
| Embedding Entities and Relations for Learning and Inference in Knowledge Bases | ✓ Link | 0.8043 ± 0.0003 | No | 0.8055 ± 0.0003 | 187648000 | DistMult | 2014-12-20 |
| RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space | ✓ Link | 0.7989 ± 0.0004 | No | 0.7997 ± 0.0002 | 187597000 | RotatE | 2019-02-26 |
| []() | | 0.7452 ± 0.0004 | No | 0.7456 ± 0.0003 | 187648000 | TransE | |