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 976–1000 of 2974 papers

Title	Date	Tasks	Status	Score
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label Propagation	Jul 12, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Equivariant Entity-Relationship Networks	Mar 21, 2019	Knowledge Graphs	CodeCode Available	5
DeepLENS: Deep Learning for Entity Summarization	Mar 8, 2020	Deep LearningKnowledge Graphs	CodeCode Available	5
Jointly Learning Propagating Features on the Knowledge Graph for Movie Recommendation	Aug 22, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction	Jun 12, 2019	graph constructionKnowledge Base Construction	CodeCode Available	5
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available	5
Anchoring Path for Inductive Relation Prediction in Knowledge Graphs	Dec 21, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Deep Active Alignment of Knowledge Graph Entities and Schemata	Apr 10, 2023	Active LearningDeep Learning	CodeCode Available	5
Automatic Expansion of Domain-Specific Affective Models for Web Intelligence Applications	Feb 1, 2021	Knowledge GraphsMarketing	CodeCode Available	5
Decompressing Knowledge Graph Representations for Link Prediction	Nov 11, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities	Aug 9, 2023	Extract AspectImage Retrieval	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available	5
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
Knowledge Enhanced Multi-intent Transformer Network for Recommendation	May 31, 2024	DenoisingKnowledge Graphs	CodeCode Available	5
Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future Directions	Jul 8, 2022	ArticlesKnowledge Graphs	CodeCode Available	5
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data	May 18, 2025	Knowledge Graphsscientific discovery	CodeCode Available	5
Interleaving GANs with knowledge graphs to support design creativity for book covers	Aug 3, 2023	Knowledge Graphs	CodeCode Available	5
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge Graphs	Jul 9, 2023	Argument MiningKnowledge Graphs	CodeCode Available	5
Intermediate triple table: A general architecture for virtual knowledge graphs	Feb 24, 2025	Data IntegrationKnowledge Graphs	CodeCode Available	5
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction	Apr 23, 2024	Data IntegrationDiabetes Prediction	CodeCode Available	5

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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