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SotA/Graphs/Link Property Prediction/ogbl-wikikg2

Link Property Prediction on ogbl-wikikg2

Metric: Number of params (higher is better)

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#Model↕Number of params▼Extra DataPaperDate↕Code
1RelEns2176767622NoRelation-aware Ensemble Learning for Knowledge G...2023-10-13Code
2StarGraph + TripleRE + Text1927395330No---
3TransE (500dim)1250569500No---
4ComplEx (250dim)1250569500NoComplex Embeddings for Simple Link Prediction2016-06-20Code
5DistMult (500dim)1250569500NoEmbedding Entities and Relations for Learning an...2014-12-20Code
6RotatE (250dim)1250435750NoRotatE: Knowledge Graph Embedding by Relational ...2019-02-26Code
7Rot-Pro1000669602NoRot-Pro: Modeling Transitivity by Projection in ...2021-10-27Code
8RotPro1000669602NoRot-Pro: Modeling Transitivity by Projection in ...2021-10-27Code
9CompoundE3D750662700NoKnowledge Graph Embedding with 3D Compound Geome...2023-04-01Code
10tripleRE500763337No---
11TransERR500441802NoTransERR: Translation-based Knowledge Graph Embe...2023-06-26Code
12ComplEx-N3-RP (100dim)500334800NoRelation Prediction as an Auxiliary Training Obj...2021-10-06Code
13PairRE (200dim)500334800NoPairRE: Knowledge Graph Embeddings via Paired Re...2020-11-07Code
14AutoSF500227800NoAutoSF: Searching Scoring Functions for Knowledg...2019-04-26Code
15ComplEx-RP (50dim)250167400No---
16ComplEx-N3-RP (50dim)250167400NoRelation Prediction as an Auxiliary Training Obj...2021-10-06Code
17ComplEx (50dim)250113900NoComplex Embeddings for Simple Link Prediction2016-06-20Code
18DistMult (100dim)250113900NoEmbedding Entities and Relations for Learning an...2014-12-20Code
19TransE (100dim)250113900No---
20RotatE (50dim)250087150NoRotatE: Knowledge Graph Embedding by Relational ...2019-02-26Code
21InterHT+156332770NoInterHT: Knowledge Graph Embeddings by Interacti...2022-02-10-
22InterHT+ (256dim)148000738NoInterHT: Knowledge Graph Embeddings by Interacti...2022-02-10-
23StarGraph + TripleRE86762146NoStarGraph: Knowledge Representation Learning bas...2022-05-27Code
24AutoWeird19215402NoAutoWeird: Weird Translational Scoring Function ...2022-07-24-
25TranS19215402NoTranS: Transition-based Knowledge Graph Embeddin...2022-04-18-
26InterHT19215402NoInterHT: Knowledge Graph Embeddings by Interacti...2022-02-10-
27TripleRE + NodePiece7289002No---
28NodePiece + AutoSF6860602NoNodePiece: Compositional and Parameter-Efficient...2021-06-23Code
29A*Net6831201NoA*Net: A Scalable Path-based Reasoning Approach ...2022-06-07Code
30A*Net6831201NoA*Net: A Scalable Path-based Reasoning Approach ...2022-06-07Code