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SotA/Graphs/Link Prediction/WN18

Link Prediction on WN18

Metric: Hits@3 (higher is better)

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#Model↕Hits@3▼Extra DataPaperDate↕Code
1Inverse Model0.964YesConvolutional 2D Knowledge Graph Embeddings2017-07-05Code
2LineaRE0.955NoLineaRE: Simple but Powerful Knowledge Graph Emb...2020-04-21Code
3TuckER0.955NoTuckER: Tensor Factorization for Knowledge Graph...2019-01-28Code
4HypER0.955NoHypernetwork Knowledge Graph Embeddings2018-08-21Code
5ConvR0.955No---
6QuatDE0.954NoQuatDE: Dynamic Quaternion Embedding for Knowled...2021-05-19Code
7QuatE0.954NoQuaternion Knowledge Graph Embeddings2019-04-23Code
8DensE0.954NoDensE: An Enhanced Non-commutative Representatio...2020-08-11Code
9MEI (small)0.953NoMulti-Partition Embedding Interaction with Block...2020-06-29Code
10RotatE0.952NoRotatE: Knowledge Graph Embedding by Relational ...2019-02-26Code
11MEI-BTD0.952NoMulti-Partition Embedding Interaction with Block...2020-06-29Code
12pRotatE0.95NoRotatE: Knowledge Graph Embedding by Relational ...2019-02-26Code
13Quaternion0.95NoAnalyzing Knowledge Graph Embedding Methods from...2019-03-27Code
14SimplE0.95NoGraphVite: A High-Performance CPU-GPU Hybrid Sys...2019-03-02Code
15ConvE0.946NoConvolutional 2D Knowledge Graph Embeddings2017-07-05Code
16HHolE0.945NoAugmenting Compositional Models for Knowledge Ba...2018-11-02-
17HolE0.945NoHolographic Embeddings of Knowledge Graphs2015-10-16Code
18ANALOGY0.944NoAnalogical Inference for Multi-Relational Embedd...2017-05-06Code
19SimplE0.944NoSimplE Embedding for Link Prediction in Knowledg...2018-02-13Code
20ComplEx0.936NoComplex Embeddings for Simple Link Prediction2016-06-20Code
21DistMult0.914NoEmbedding Entities and Relations for Learning an...2014-12-20Code