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 2371–2380 of 2974 papers

Title	Date	Tasks	Status
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity Prediction	Dec 17, 2020	Drug DiscoveryGraph Attention	CodeCode Available
Knowledge Graphs in Manufacturing and Production: A Systematic Literature Review	Dec 16, 2020	Knowledge GraphsSystematic Literature Review	—Unverified
Investigating ADR mechanisms with knowledge graph mining and explainable AI	Dec 16, 2020	Explainable ModelsGraph Mining	—Unverified
Semantic Annotation for Tabular Data	Dec 15, 2020	Data IntegrationFeature Engineering	—Unverified
Knowledge Graphs and Natural-Language Processing	Dec 15, 2020	Knowledge GraphsManagement	—Unverified
Context-Enhanced Entity and Relation Embedding for Knowledge Graph Completion	Dec 13, 2020	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Aligning geographic entities from historical maps for building knowledge graphs	Dec 5, 2020	Knowledge Graphs	—Unverified
Accelerating Road Sign Ground Truth Construction with Knowledge Graph and Machine Learning	Dec 4, 2020	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Research Progress of News Recommendation Methods	Dec 4, 2020	Collaborative FilteringKnowledge Graphs	—Unverified
Mapping Patterns for Virtual Knowledge Graphs	Dec 3, 2020	Knowledge GraphsManagement	—Unverified

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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