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 2401–2410 of 2974 papers

Title	Date	Tasks	Status
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction	Apr 23, 2024	Data IntegrationDiabetes Prediction	CodeCode Available
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs	Aug 31, 2020	Entity DisambiguationEntity Linking	CodeCode Available
Knowledge Graph Completion using Structural and Textual Embeddings	Apr 24, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Knowledge Graph Completion via Complex Tensor Factorization	Feb 22, 2017	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Knowledge Graph Completion with Mixed Geometry Tensor Factorization	Apr 3, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Visual Data Diagnosis and Debiasing with Concept Graphs	Sep 26, 2024	Data AugmentationKnowledge Graphs	CodeCode Available
Knowledge Graph Context-Enhanced Diversified Recommendation	Oct 20, 2023	DiversityKnowledge Graphs	CodeCode Available
Informed Multi-context Entity Alignment	Jan 2, 2022	Entity AlignmentEntity Embeddings	CodeCode Available
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems	May 11, 2019	Feature EngineeringGraph Neural Network	CodeCode Available
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning	Nov 1, 2021	Knowledge GraphsRepresentation Learning	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