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 2291–2300 of 2974 papers

Title	Date	Tasks	Status
Question Answering Over Spatio-Temporal Knowledge Graph	Feb 18, 2024	Graph Question AnsweringKnowledge Graphs	—Unverified
A Review on Knowledge Graphs for Healthcare: Resources, Applications, and Promises	Jun 7, 2023	Knowledge Graphs	—Unverified
Question Answering with Deep Neural Networks for Semi-Structured Heterogeneous Genealogical Knowledge Graphs	Jul 30, 2023	Knowledge GraphsQuestion Answering	—Unverified
A Comprehensive Survey on Automatic Knowledge Graph Construction	Feb 10, 2023	graph constructionKnowledge Graph Completion	—Unverified
Question Calibration and Multi-Hop Modeling for Temporal Question Answering	Feb 20, 2024	Knowledge GraphsMulti-hop Question Answering	—Unverified
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?	Oct 28, 2019	Entity LinkingKnowledge Graph Embeddings	—Unverified
A Survey on Knowledge Graph-based Methods for Automated Driving	Sep 30, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
R2RML and RML Comparison for RDF Generation, their Rules Validation and Inconsistency Resolution	May 13, 2020	Graph GenerationKnowledge Graphs	—Unverified
A survey on knowledge-enhanced multimodal learning	Nov 19, 2022	Conditional Image GenerationFactual Visual Question Answering	—Unverified
A Survey on Graph Neural Networks for Knowledge Graph Completion	Jul 24, 2020	Information RetrievalKnowledge Base 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