Link Prediction on WN18RR

Metric: Hits@1 (higher is better)

LeaderboardDataset

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Results

#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.665	No	-	-	-
2	KERMIT	0.629	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
3	MoCoSA	0.624	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	LERP	0.593	No	Logical Entity Representation in Knowledge-Graph...	2023-05-22	Code
5	SimKGCIB(+PB+SN)	0.588	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
6	C-LMKE(bert-base)	0.523	No	Language Models as Knowledge Embeddings	2022-06-25	Code
7	NBFNet	0.497	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
8	HittER	0.462	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
9	SAFRAN (white box, rule based)	0.459	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
10	MEIM	0.458	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
11	RESCAL-DURA	0.455	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
12	NePTuNe	0.455	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
13	SAttLE	0.454	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
14	M3GM	0.4537	No	Predicting Semantic Relations using Global Graph...	2018-08-27	Code
15	ConE	0.453	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
16	LineaRE	0.453	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
17	HAKE	0.452	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
18	DihEdral	0.452	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-
19	DaBR	0.45	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
20	RotH	0.449	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
21	ComplEx-DURA	0.449	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
22	Relphormer	0.448	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
23	MetaSD	0.447	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
24	SE-GNN (ours)	0.446	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
25	ComplEx (SCE w/ LS pretrained)	0.444	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
26	MEI	0.444	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
27	DensE	0.443	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
28	ComplEx-N3-RP	0.443	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
29	CompGCN	0.443	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
30	ConvR	0.443	No	-	-	-
31	TuckER	0.443	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
32	GC-OTE	0.442	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
33	CP-DURA	0.441	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
34	ComplEx (SCE w/ LS)	0.441	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
35	CoPER-ConvE	0.4405	No	-	-	Code
36	MuRP	0.44	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
37	MLMLM	0.4391	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
38	QuatDE	0.438	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
39	QuatE	0.438	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
40	HypER	0.436	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
41	ProbCBR	0.43	No	Probabilistic Case-based Reasoning for Open-Worl...	2020-10-07	Code
42	Structure-Aware Convolutional Networks	0.43	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
43	InteractE	0.43	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
44	RotatE	0.428	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
45	RESCAL + Decom	0.427	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
46	DRUM (T=3)	0.425	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
47	GAAT	0.424	No	-	-	-
48	TransE	0.4226	No	-	-	Code
49	pRotatE	0.417	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
50	M-Walk	0.414	No	M-Walk: Learning to Walk over Graphs using Monte...	2018-02-12	-
51	ComplEx	0.41	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
52	ConvE	0.4	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
53	Rot-Pro	0.397	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
54	DisMult	0.39	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
55	KBGAT	0.361	No	Learning Attention-based Embeddings for Relation...	2019-06-04	Code
56	Inverse Model	0.35	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
57	LP-BERT	0.343	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
58	KGLM	0.33	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
59	TransE + GreenKGC (Ours)	0.3	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
60	GenKGC	0.287	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
61	StAR(Self-Adp)	0.243	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code