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 2961–2970 of 2974 papers

Title	Date	Tasks	Status
Using Causal Threads to Explain Changes in a Dynamic System	Nov 19, 2023	Knowledge Graphs	—Unverified
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction	Aug 9, 2024	Answer GenerationInformation Retrieval	—Unverified
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning	May 30, 2023	Few-Shot LearningKnowledge Graphs	—Unverified
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset	Dec 3, 2024	Knowledge GraphsLanguage Modeling	—Unverified
Creating Knowledge Graphs Subsets using Shape Expressions	Oct 22, 2021	Knowledge Graphs	—Unverified
HyConvE: A Novel Embedding Model for Knowledge Hypergraph Link Prediction with Convolutional Neural Networks	Apr 1, 2023	hypergraph embeddingKnowledge Graphs	—Unverified
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations	Oct 2, 2019	Knowledge Graphs	—Unverified
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation	Jul 1, 2020	graph constructionKnowledge Graphs	—Unverified
Hyperbolic Graph Representation Learning: A Tutorial	Nov 8, 2022	Graph LearningGraph Representation Learning	—Unverified
AMCEN: An Attention Masking-based Contrastive Event Network for Two-stage Temporal Knowledge Graph Reasoning	May 16, 2024	Contrastive LearningKnowledge 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