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 1561–1570 of 2974 papers

Title	Date	Tasks	Status
Self-Supervised Dynamic Hypergraph Recommendation based on Hyper-Relational Knowledge Graph	Aug 15, 2023	Collaborative FilteringKnowledge-Aware Recommendation	—Unverified
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph Completion	Aug 13, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph	Aug 13, 2023	Knowledge Graphs	—Unverified
3D Scene Graph Prediction on Point Clouds Using Knowledge Graphs	Aug 13, 2023	Graph GenerationKnowledge Graphs	—Unverified
Approximate Answering of Graph Queries	Aug 12, 2023	Knowledge GraphsWorld Knowledge	—Unverified
Large Language Models and Knowledge Graphs: Opportunities and Challenges	Aug 11, 2023	Knowledge GraphsPosition	—Unverified
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities	Aug 9, 2023	Extract AspectImage Retrieval	CodeCode Available
RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?	Aug 8, 2023	BenchmarkingCollaborative Filtering	—Unverified
Predicting Drug-Drug Interactions Using Knowledge Graphs	Aug 8, 2023	Graph Neural NetworkKnowledge Graphs	—Unverified
Fact-Checking Generative AI: Ontology-Driven Biological Graphs for Disease-Gene Link Verification	Aug 7, 2023	ArticlesFact Checking	—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