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 1191–1200 of 2974 papers

Title	Date	Tasks	Status
Dangling-Aware Entity Alignment with Mixed High-Order Proximities	Jan 16, 2022	Entity AlignmentKnowledge Graphs	—Unverified
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types	Jun 24, 2020	Anomaly DetectionKnowledge Graphs	—Unverified
DAGE: DAG Query Answering via Relational Combinator with Logical Constraints	Oct 29, 2024	Knowledge Graphs	—Unverified
An Analysis of COVID-19 Knowledge Graph Construction and Applications	Oct 10, 2021	graph constructionKnowledge Graphs	—Unverified
SnapE -- Training Snapshot Ensembles of Link Prediction Models	Aug 5, 2024	Knowledge GraphsLink Prediction	—Unverified
Improving Image Captioning by Leveraging Knowledge Graphs	Jan 25, 2019	Image CaptioningKnowledge Graphs	—Unverified
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization	Mar 24, 2024	Graph GenerationKnowledge Graphs	—Unverified
Cyber-All-Intel: An AI for Security related Threat Intelligence	May 7, 2019	AllKnowledge Graphs	—Unverified
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models	Sep 30, 2024	Decision Makinggraph construction	—Unverified
Auto-Encoding User Ratings via Knowledge Graphs in Recommendation Scenarios	Jun 24, 2017	Knowledge GraphsRecommendation Systems	—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