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 2221–2230 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Representation for Political Information Sources	Apr 4, 2024	ArticlesKnowledge Graphs	—Unverified
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions	Nov 13, 2023	Data IntegrationKnowledge Graphs	—Unverified
Knowledge Graph Representation with Jointly Structural and Textual Encoding	Nov 26, 2016	General ClassificationGraph Embedding	—Unverified
Knowledge Graphs and Knowledge Networks: The Story in Brief	Mar 7, 2020	Knowledge GraphsLink Prediction	—Unverified
Knowledge Graphs and Machine Learning in biased C4I applications	Jun 17, 2021	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Knowledge Graphs and Natural-Language Processing	Dec 15, 2020	Knowledge GraphsManagement	—Unverified
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering	Dec 6, 2024	AllKnowledge Graphs	—Unverified
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs	Nov 10, 2023	Entity AlignmentKnowledge Graphs	—Unverified
Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations	Mar 5, 2024	Knowledge GraphsPrompt Engineering	—Unverified
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles	Mar 27, 2025	Autonomous DrivingAutonomous Vehicles	—Unverified

Show:10 25 50

← PrevPage 223 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