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 2381–2390 of 2974 papers

Title	Date	Tasks	Status
AceKG: A Large-scale Knowledge Graph for Academic Data Mining	Jul 23, 2018	Community DetectionEntity Alignment	—Unverified
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities	May 24, 2023	Knowledge GraphsRelation	—Unverified
Zero-Shot Learning with Common Sense Knowledge Graphs	Sep 28, 2020	Common Sense ReasoningEntity Typing	—Unverified
Representation Learning for Words and Entities	Jun 12, 2019	Knowledge GraphsRepresentation Learning	—Unverified
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs	Feb 23, 2024	Knowledge GraphsLink Prediction	—Unverified
Representation Learning to Advance Multi-institutional Studies with Electronic Health Record Data	Feb 12, 2025	Federated LearningGraph Attention	—Unverified
What if Red Can Talk? Dynamic Dialogue Generation Using Large Language Models	Jul 29, 2024	Dialogue GenerationKnowledge Graphs	—Unverified
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets	May 16, 2025	BenchmarkingKnowledge Graphs	—Unverified
Representing Time-Continuous Behavior of Cyber-Physical Systems in Knowledge Graphs	Jun 8, 2025	Graph GenerationKnowledge Graphs	—Unverified
Representing Timed Automata and Timing Anomalies of Cyber-Physical Production Systems in Knowledge Graphs	Aug 25, 2023	Anomaly DetectionKnowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 239 of 298Next →

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