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 1271–1280 of 2974 papers

Title	Date	Tasks	Status
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph	Sep 12, 2019	Cultural Vocal Bursts Intensity PredictionKnowledge Graphs	—Unverified
An Automatic Ontology Generation Framework with An Organizational Perspective	Jan 15, 2022	Knowledge Graphs	—Unverified
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs	Jan 9, 2020	Common Sense ReasoningFact Checking	—Unverified
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs	Nov 1, 2021	Knowledge GraphsRecommendation Systems	—Unverified
Integrating Knowledge Graphs and Bayesian Networks: A Hybrid Approach for Explainable Disease Risk Prediction	Jun 16, 2025	Knowledge GraphsPrediction	—Unverified
Interactive Contrastive Learning for Self-supervised Entity Alignment	Jan 17, 2022	Contrastive LearningEntity Alignment	—Unverified
Distributed Representations of Entities in Open-World Knowledge Graphs	Oct 16, 2020	Entity AlignmentGraph Neural Network	—Unverified
Automated Radiology Report Generation: A Review of Recent Advances	May 17, 2024	Clinical KnowledgeContrastive Learning	—Unverified
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering	Jun 14, 2024	Conversational Question AnsweringKnowledge Graphs	—Unverified
H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network	Nov 1, 2020	Graph AttentionGraph Embedding	—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