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 1871–1880 of 2974 papers

Title	Date	Tasks	Status
Semantic Annotation for Tabular Data	Dec 15, 2020	Data IntegrationFeature Engineering	—Unverified
Semantic Association Rule Learning from Time Series Data and Knowledge Graphs	Oct 11, 2023	Knowledge GraphsTime Series	—Unverified
Semantic Communication Enhanced by Knowledge Graph Representation Learning	Jul 27, 2024	Graph Representation LearningKnowledge Graphs	—Unverified
Semantic Data Management in Data Lakes	Oct 23, 2023	Data IntegrationKnowledge Graphs	—Unverified
Semantic Entity Enrichment by Leveraging Multilingual Descriptions for Link Prediction	Apr 22, 2020	Knowledge GraphsLink Prediction	—Unverified
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs	Oct 10, 2022	Knowledge GraphsQuestion Answering	—Unverified
Semantic-Guided RL for Interpretable Feature Engineering	Oct 3, 2024	Automated Feature EngineeringDeep Reinforcement Learning	—Unverified
Semantic Interoperability on Blockchain by Generating Smart Contracts Based on Knowledge Graphs	Sep 11, 2024	Code GenerationDecision Making	—Unverified
Semantic relatedness in DBpedia: A comparative and experimental assessment	Aug 18, 2023	Knowledge Graphs	—Unverified
Semantic Representation and Inference for NLP	Jun 15, 2021	Claim VerificationDeep Learning	—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