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 1341–1350 of 2974 papers

Title	Date	Tasks	Status
Large Language Models Can Better Understand Knowledge Graphs Than We Thought	Feb 18, 2024	Knowledge GraphsPrompt Engineering	—Unverified
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph	Feb 17, 2024	Knowledge Graphs	—Unverified
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models	Feb 16, 2024	Contrastive LearningKnowledge Graphs	—Unverified
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion	Feb 15, 2024	graph constructionGraph Embedding	—Unverified
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering	Feb 15, 2024	Graph GenerationKnowledge Graphs	—Unverified
Improving Molecule Generation and Drug Discovery with a Knowledge-enhanced Generative Model	Feb 13, 2024	Drug DiscoveryKnowledge Graph Embeddings	—Unverified
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion	Feb 13, 2024	Knowledge GraphsRepresentation Learning	—Unverified
Extensible Multi-Granularity Fusion Network for Aspect-based Sentiment Analysis	Feb 12, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
PKG API: A Tool for Personal Knowledge Graph Management	Feb 12, 2024	Knowledge GraphsManagement	CodeCode Available
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks	Feb 11, 2024	DiagnosticFault Detection	—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