Link Prediction on FB15k-237

Metric: Hits@1 (higher is better)

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	NBFNet	0.321	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
2	KG-R3 (this work)	0.315	No	A Retrieve-and-Read Framework for Knowledge Grap...	2022-12-19	Code
3	Relphormer	0.314	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
4	MetaSD	0.3	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
5	ComplEx-N3-RP	0.298	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
6	SAFRAN	0.298	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
7	MoCoKGC	0.296	No	-	-	-
8	MoCoSA	0.292	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
9	kNN-KGE	0.28	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
10	ComplEx-DURA	0.276	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
11	MEIM	0.274	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
12	NePTuNe	0.272	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
13	MEI	0.271	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
14	SE-GNN (ours)	0.271	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
15	RESCAL (SCE w/ LS pretrained)	0.269	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
16	RESCAL (SCE w/ LS)	0.269	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
17	QuatDE	0.268	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
18	SAttLE	0.268	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
19	GC-OTE	0.267	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
20	StAR	0.266	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
21	KERMIT	0.266	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
22	TuckER	0.266	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
23	RotatE + GreenKGC (Ours)	0.265	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
24	LineaRE	0.264	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
25	CompGCN	0.264	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
26	TuckER-RP	0.264	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
27	InteractE	0.263	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
28	RESCAL + Decom	0.261	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
29	ConvR	0.261	No	-	-	-
30	Structure-Aware Convolutional Networks	0.26	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
31	RefE	0.256	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
32	DensE	0.256	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
33	DRUM (T=3)	0.255	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
34	HypER	0.252	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
35	TransE + GreenKGC (Ours)	0.251	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
36	HAKE	0.25	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
37	SimKGCIB(+PB+SN)	0.249	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
38	QuatE	0.248	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
39	DaBR	0.247	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
40	ConE	0.247	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
41	Rot-Pro	0.246	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
42	MuRP	0.245	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
43	RotatE	0.241	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
44	BoxE	0.238	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
45	ConvE	0.237	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
46	pRotatE	0.23	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
47	LP-BERT	0.223	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
48	RotatE	0.217	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
49	KGLM	0.2	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
50	JoBi ComplEx	0.199	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
51	TransE	0.1987	No	-	-	Code
52	GenKGC	0.192	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
53	MLMLM	0.1871	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
54	RR-GCN-PPV	0.157	No	R-GCN: The R Could Stand for Random	2022-03-04	Code
55	TransD	0.1483	No	-	-	Code
56	Inverse Model	0.007	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code