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 2201–2210 of 2974 papers

Title	Date	Tasks	Status
Analysing the Requirements for an Open Research Knowledge Graph: Use Cases, Quality Requirements and Construction Strategies	Feb 11, 2021	ArticlesKnowledge Graphs	—Unverified
TINKER: A framework for Open source Cyberthreat Intelligence	Feb 10, 2021	Information RetrievalIntrusion Detection	—Unverified
Information Extraction From Co-Occurring Similar Entities	Feb 10, 2021	DescriptiveKnowledge Graphs	—Unverified
Malware Knowledge Graph Generation	Feb 10, 2021	Graph GenerationKnowledge Graphs	—Unverified
Improving Scene Graph Classification by Exploiting Knowledge from Texts	Feb 9, 2021	ClassificationGeneral Classification	—Unverified
Generating Fake Cyber Threat Intelligence Using Transformer-Based Models	Feb 8, 2021	Data PoisoningKnowledge Graphs	—Unverified
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs	Feb 5, 2021	Knowledge GraphsLink Prediction	—Unverified
Materializing Knowledge Bases via Trigger Graphs	Feb 4, 2021	Knowledge Graphs	—Unverified
Learning Graph Representations	Feb 3, 2021	General ClassificationGraph Classification	—Unverified
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways Out	Feb 3, 2021	Knowledge Graphs	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