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 2031–2040 of 2974 papers

Title	Date	Tasks	Status	Hype
Guided Generation of Cause and Effect	Jul 21, 2021	Conditional Text GenerationKnowledge Graphs	—Unverified	0
Applications of knowledge graphs for food science and industry	Jul 13, 2021	Data Visualizationgraph construction	—Unverified	0
Technical Report of Team GraphMIRAcles in the WikiKG90M-LSC Track of OGB-LSC @ KDD Cup 2021	Jul 12, 2021	Knowledge DistillationKnowledge Graphs	—Unverified	0
ProGS: Property Graph Shapes Language (Extended Version)	Jul 12, 2021	Knowledge GraphsPosition	CodeCode Available	0
Zero-shot Visual Question Answering using Knowledge Graph	Jul 12, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1
MetaP: Meta Pattern Learning for One-Shot Knowledge Graph Completion	Jul 11, 2021	Information RetrievalKnowledge Graph Completion	CodeCode Available	1
Similar Cases Recommendation using Legal Knowledge Graphs	Jul 10, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	0
Improving Inductive Link Prediction Using Hyper-Relational Facts	Jul 10, 2021	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1
Learning Concept Lengths Accelerates Concept Learning in ALC	Jul 10, 2021	Binary ClassificationKnowledge Graphs	CodeCode Available	0
Rail Topology Ontology: A Rail Infrastructure Base Ontology	Jul 9, 2021	Knowledge Graphs	—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