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 1181–1190 of 2974 papers

Title	Date	Tasks	Status
Data Science with Vadalog: Bridging Machine Learning and Reasoning	Jul 23, 2018	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Automated Extraction and Creation of FBS Design Reasoning Knowledge Graphs from Structured Data in Product Catalogues Lacking Contextual Information	Dec 8, 2024	Knowledge Graphs	—Unverified
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs	Aug 13, 2022	Answer GenerationConversational Question Answering	—Unverified
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users	Mar 27, 2024	Contrastive LearningDescriptive	—Unverified
Data Exploration and Validation on dense knowledge graphs for biomedical research	Dec 8, 2019	Knowledge GraphsTime Series	—Unverified
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective	Oct 1, 2022	Data AugmentationKnowledge Graph Completion	—Unverified
Automated Construction of Theme-specific Knowledge Graphs	Apr 29, 2024	Knowledge GraphsQuestion Answering	—Unverified
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs	Jun 1, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Abstract Graphs and Abstract Paths for Knowledge Graph Completion	Jun 1, 2019	Entity EmbeddingsKnowledge Graph Completion	—Unverified
Improved Knowledge Graph Embedding using Background Taxonomic Information	Dec 7, 2018	Graph EmbeddingKnowledge Graph Completion	—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