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 1321–1330 of 2974 papers

Title	Date	Tasks	Status	Hype
EnhancE：Enhanced Entity and Relation Embedding for Knowledge Hypergraph Link Prediction	Apr 30, 2023	Knowledge GraphsLink Prediction	—Unverified	0
Constructing a Knowledge Graph from Textual Descriptions of Software Vulnerabilities in the National Vulnerability Database	Apr 30, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
NeuralKG-ind: A Python Library for Inductive Knowledge Graph Representation Learning	Apr 28, 2023	Graph Representation LearningKnowledge Graphs	CodeCode Available	2
LitCQD: Multi-Hop Reasoning in Incomplete Knowledge Graphs with Numeric Literals	Apr 28, 2023	Knowledge GraphsWorld Knowledge	CodeCode Available	0
SGAligner : 3D Scene Alignment with Scene Graphs	Apr 28, 2023	3D Scene Graph AlignmentContrastive Learning	CodeCode Available	1
Improving Knowledge Graph Entity Alignment with Graph Augmentation	Apr 28, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Visual Diagrammatic Queries in ViziQuer: Overview and Implementation	Apr 27, 2023	Information RetrievalKnowledge Graphs	—Unverified	0
Retrieval-based Knowledge Augmented Vision Language Pre-training	Apr 27, 2023	Entity LinkingKnowledge Graphs	—Unverified	0
Structure Diagram Recognition in Financial Announcements	Apr 26, 2023	Knowledge Graphs	—Unverified	0
Modeling Spoken Information Queries for Virtual Assistants: Open Problems, Challenges and Opportunities	Apr 25, 2023	domain classificationInformation Retrieval	—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