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 2471–2480 of 2974 papers

Title	Date	Tasks	Status
Logical Separability of Labeled Data Examples under Ontologies	Jul 3, 2020	Knowledge GraphsNegation	—Unverified
Software Engineering Event Modeling using Relative Time in Temporal Knowledge Graphs	Jul 2, 2020	Knowledge GraphsLink Prediction	—Unverified
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation	Jul 1, 2020	graph constructionKnowledge Graphs	—Unverified
TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear Subspaces	Jul 1, 2020	Knowledge GraphsLink Prediction	CodeCode Available
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog	Jul 1, 2020	Active LearningKnowledge Graphs	—Unverified
Mobile Link Prediction: Automated Creation and Crowd-sourced Validation of Knowledge Graphs	Jun 30, 2020	Knowledge GraphsLink Prediction	—Unverified
Adversarial Learning for Debiasing Knowledge Graph Embeddings	Jun 29, 2020	AttributeKnowledge Graph Embeddings	—Unverified
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge Graphs	Jun 29, 2020	Inductive knowledge graph completionKnowledge Graphs	CodeCode Available
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types	Jun 24, 2020	Anomaly DetectionKnowledge Graphs	—Unverified
MALOnt: An Ontology for Malware Threat Intelligence	Jun 20, 2020	Decision MakingGraph Generation	CodeCode Available

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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