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 2281–2290 of 2974 papers

Title	Date	Tasks	Status	Hype
Domain-Transferable Method for Named Entity Recognition Task	Nov 24, 2020	Knowledge Graphsnamed-entity-recognition	—Unverified	0
Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks	Nov 17, 2020	AttributeEntity Alignment	CodeCode Available	1
Fact Checking via Path Embedding and Aggregation	Nov 16, 2020	Fact CheckingKnowledge Graphs	—Unverified	0
Tucker decomposition-based Temporal Knowledge Graph Completion	Nov 16, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Association Rules Enhanced Knowledge Graph Attention Network	Nov 14, 2020	Graph AttentionGraph Embedding	—Unverified	0
Theoretical Rule-based Knowledge Graph Reasoning by Connectivity Dependency Discovery	Nov 12, 2020	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Discovering alignment relations with Graph Convolutional Networks: a biomedical case study	Nov 11, 2020	ClusteringKnowledge Graphs	CodeCode Available	0
Node Attribute Completion in Knowledge Graphs with Multi-Relational Propagation	Nov 10, 2020	AttributeKnowledge Graph Completion	CodeCode Available	0
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion	Nov 8, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Linking OpenStreetMap with Knowledge Graphs -- Link Discovery for Schema-Agnostic Volunteered Geographic Information	Nov 6, 2020	Knowledge GraphsLink Prediction	—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