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 1831–1840 of 2974 papers

Title	Date	Tasks	Status
The S2 Hierarchical Discrete Global Grid as a Nexus for Data Representation, Integration, and Querying Across Geospatial Knowledge Graphs	Oct 18, 2024	Data IntegrationKnowledge Graphs	—Unverified
The sameAs Problem: A Survey on Identity Management in the Web of Data	Jul 24, 2019	Knowledge GraphsManagement	—Unverified
The SocialDisNER shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora	Oct 1, 2022	Knowledge GraphsPharmacovigilance	—Unverified
LogKG: Log Failure Diagnosis Through Knowledge Graph	Jul 11, 2023	Knowledge Graphs	—Unverified
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction	Nov 15, 2023	Entity Linkinggraph construction	—Unverified
The Space-Efficient Core of Vadalog	Sep 16, 2018	Knowledge Graphs	—Unverified
Look Globally and Reason: Two-stage Path Reasoning over Sparse Knowledge Graphs	Jul 26, 2024	Knowledge GraphsRelation	—Unverified
VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph	Sep 24, 2023	BenchmarkingKnowledge Graphs	—Unverified
Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation	Aug 11, 2024	Graph EmbeddingKnowledge Distillation	—Unverified
Capturing Knowledge Graphs and Rules with Octagon Embeddings	Jan 29, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—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