Link Prediction on FB15k-237

Metric: Hits@10 (higher is better)

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#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	NBFNet	0.599	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
2	MoCoKGC	0.58	No	-	-	-
3	MoCoSA	0.578	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	DaBR	0.572	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
5	MetaSD	0.571	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
6	ComplEx-N3-RP	0.568	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
7	QuatDE	0.563	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
8	StAR	0.562	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
9	ComplEx-DURA	0.56	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
10	MEIM	0.557	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
11	AutoKGE	0.555	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
12	MEI	0.552	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
13	kNN-KGE	0.55	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
14	RESCAL (SCE w/ LS pretrained)	0.55	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
15	GC-OTE	0.55	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
16	QuatE	0.55	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
17	CP-N3-RP	0.55	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
18	SE-GNN (ours)	0.549	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
19	RESCAL (SCE w/ LS)	0.548	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
20	DistMult (after variational EM)	0.548	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
21	NePTuNe	0.547	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
22	KERMIT	0.547	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
23	SAttLE	0.545	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
24	LineaRE	0.545	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
25	TuckER	0.544	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
26	RefE	0.541	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
27	Structure-Aware Convolutional Networks	0.54	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
28	ConE	0.54	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
29	Rot-Pro	0.54	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
30	KG-R3	0.539	No	A Retrieve-and-Read Framework for Knowledge Grap...	2022-12-19	Code
31	BoxE	0.538	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
32	SAFRAN	0.537	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
33	RESCAL + Decom	0.536	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
34	CompGCN	0.535	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
35	TuckER-RP	0.535	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
36	InteractE	0.535	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
37	DensE	0.535	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
38	RotatE	0.533	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
39	LASS	0.533	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code
40	MDE_adv	0.531	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
41	ConvR	0.528	No	-	-	-
42	pRotatE	0.524	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
43	GFA-NN	0.522	No	-	-	Code
44	MuRP	0.521	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
45	HypER	0.52	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
46	DRUM (T=3)	0.516	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
47	SimKGCIB(+PB+SN)	0.511	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
48	RotatE	0.511	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
49	RotatE + GreenKGC (Ours)	0.507	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
50	ConvE	0.501	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
51	TransE + GreenKGC (Ours)	0.493	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
52	LP-BERT	0.49	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
53	KGRefiner	0.489	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
54	Relphormer	0.481	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
55	ComplEx NSCaching	0.4805	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
56	JoBi ComplEx	0.479	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
57	LogicENN	0.473	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
58	TransE	0.4709	No	-	-	Code
59	KGLM	0.468	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
60	TransD	0.4605	No	-	-	Code
61	KBGAN (TransD + ComplEx)	0.458	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code
62	PALT	0.444	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
63	GenKGC	0.439	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
64	ComplEx	0.428	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
65	ConvKB (Corrected)	0.421	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
66	KG-BERT	0.42	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
67	DistMult	0.419	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
68	RR-GCN-PPV	0.412	No	R-GCN: The R Could Stand for Random	2022-03-04	Code
69	MLMLM	0.4026	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
70	KBAT (Corrected)	0.331	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
71	CapsE (Corrected)	0.057	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
72	Inverse Model	0.014	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code