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 2931–2940 of 2974 papers

Title	Date	Tasks	Status
Semantic Enrichment of the Quantum Cascade Laser Properties in Text- A Knowledge Graph Generation Approach	Oct 30, 2024	Graph GenerationKnowledge Graphs	CodeCode Available
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding Quality	Jul 1, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
On Contrasting YAGO with GPT-J: An Experiment for Person-Related Attributes	Nov 1, 2022	Knowledge Graphs	CodeCode Available
On-Demand and Lightweight Knowledge Graph Generation -- a Demonstration with DBpedia	Jul 2, 2021	Graph GenerationKnowledge Graphs	CodeCode Available
End-to-End Learning on Multimodal Knowledge Graphs	Sep 3, 2023	Knowledge GraphsLink Prediction	CodeCode Available
End-to-End Entity Classification on Multimodal Knowledge Graphs	Mar 25, 2020	ClassificationGeneral Classification	CodeCode Available
A Comparative Study of Distributional and Symbolic Paradigms for Relational Learning	Jun 29, 2018	ClusteringGeneral Classification	CodeCode Available
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge Graphs	Sep 21, 2024	Graph Neural NetworkKnowledge Graphs	CodeCode Available
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction	Jun 12, 2019	graph constructionKnowledge Base Construction	CodeCode Available
One-Shot Relational Learning for Knowledge Graphs	Aug 27, 2018	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available

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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