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SotA/Graphs/Link Prediction/WN18

Link Prediction on WN18

Metric: Hits@1 (higher is better)

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#Model↕Hits@1▼Extra DataPaperDate↕Code
1Inverse Model0.953YesConvolutional 2D Knowledge Graph Embeddings2017-07-05Code
2TuckER0.949NoTuckER: Tensor Factorization for Knowledge Graph...2019-01-28Code
3LineaRE0.947NoLineaRE: Simple but Powerful Knowledge Graph Emb...2020-04-21Code
4HypER0.947NoHypernetwork Knowledge Graph Embeddings2018-08-21Code
5ConvR0.947No---
6MEI (small)0.946NoMulti-Partition Embedding Interaction with Block...2020-06-29Code
7MEI-BTD0.946NoMulti-Partition Embedding Interaction with Block...2020-06-29Code
8QuatE0.945NoQuaternion Knowledge Graph Embeddings2019-04-23Code
9DensE0.945NoDensE: An Enhanced Non-commutative Representatio...2020-08-11Code
10QuatDE0.944NoQuatDE: Dynamic Quaternion Embedding for Knowled...2021-05-19Code
11RotatE0.944NoRotatE: Knowledge Graph Embedding by Relational ...2019-02-26Code
12SimplE0.944NoSimplE Embedding for Link Prediction in Knowledg...2018-02-13Code
13pRotatE0.942NoRotatE: Knowledge Graph Embedding by Relational ...2019-02-26Code
14ANALOGY0.939NoAnalogical Inference for Multi-Relational Embedd...2017-05-06Code
15SimplE0.939NoSimplE Embedding for Link Prediction in Knowledg...2018-02-13Code
16ComplEx0.936NoComplex Embeddings for Simple Link Prediction2016-06-20Code
17ConvE0.935NoConvolutional 2D Knowledge Graph Embeddings2017-07-05Code
18Quaternion0.931NoAnalyzing Knowledge Graph Embedding Methods from...2019-03-27Code
19HHolE0.931NoAugmenting Compositional Models for Knowledge Ba...2018-11-02-
20HolE0.93NoHolographic Embeddings of Knowledge Graphs2015-10-16Code
21Gaifman0.761NoDiscriminative Gaifman Models2016-10-28-
22DistMult0.728NoEmbedding Entities and Relations for Learning an...2014-12-20Code