Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1791–1800 of 2974 papers

Title	Date	Tasks	Status	Hype
Unleashing the Power of Transformer for Graphs	Feb 18, 2022	Knowledge Graphs	—Unverified	0
Discovering Fine-Grained Semantics in Knowledge Graph Relations	Feb 17, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Mining On Alzheimer's Diseases Related Knowledge Graph to Identity Potential AD-related Semantic Triples for Drug Repurposing	Feb 17, 2022	Graph MiningKnowledge Graph Completion	—Unverified	0
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs	Feb 15, 2022	Density EstimationKnowledge Graphs	CodeCode Available	1
Learning to Discover Medicines	Feb 14, 2022	Drug DiscoveryKnowledge Graphs	—Unverified	0
On the Relationship between Shy and Warded Datalog+/-	Feb 13, 2022	Knowledge Graphs	—Unverified	0
Multi-Modal Knowledge Graph Construction and Application: A Survey	Feb 11, 2022	graph constructionKnowledge Graphs	—Unverified	0
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities	Feb 10, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Complexity of Arithmetic in Warded Datalog+-	Feb 10, 2022	DescriptiveKnowledge Graphs	—Unverified	0
Computing Rule-Based Explanations of Machine Learning Classifiers using Knowledge Graphs	Feb 8, 2022	BIG-bench Machine LearningForm	—Unverified	0

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified