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 1471–1480 of 2974 papers

Title	Date	Tasks	Status
Cardinality Estimation on Hyper-relational Knowledge Graphs	May 24, 2024	Graph Neural NetworkKnowledge Graphs	—Unverified
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods	Nov 30, 2022	Knowledge GraphsQuestion Answering	—Unverified
NagE: Non-Abelian Group Embedding for Knowledge Graphs	May 22, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
End-to-End Video Classification with Knowledge Graphs	Nov 6, 2017	BIG-bench Machine LearningClassification	—Unverified
Carbon Figures of Merit Knowledge Creation with a Hybrid Solution and Carbon Tables API	May 18, 2022	Knowledge Graphs	—Unverified
End-to-End Learning for Answering Structured Queries Directly over Text	Nov 15, 2018	Extractive Question-AnsweringKnowledge Graphs	—Unverified
Capturing Knowledge Graphs and Rules with Octagon Embeddings	Jan 29, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
A Practice of Tourism Knowledge Graph Construction based on Heterogeneous Information	Oct 1, 2020	graph constructionKnowledge Graphs	—Unverified
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs	Sep 13, 2021	Entity ResolutionKnowledge Graphs	—Unverified
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs	Nov 1, 2024	AutoMLData Integration	—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