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 751–760 of 2974 papers

Title	Date	Tasks	Status	Hype
CausalLP: Learning causal relations with weighted knowledge graph link prediction	Apr 23, 2024	Causal DiscoveryGraph Embedding	CodeCode Available	0
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific Tasks	Apr 23, 2024	Knowledge GraphsLogical Reasoning	CodeCode Available	0
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction	Apr 23, 2024	Data IntegrationDiabetes Prediction	CodeCode Available	0
Graph Machine Learning in the Era of Large Language Models (LLMs)	Apr 23, 2024	Few-Shot LearningKnowledge Graphs	—Unverified	0
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering	Apr 23, 2024	Graph Question AnsweringHallucination	CodeCode Available	2
Context-Enhanced Language Models for Generating Multi-Paper Citations	Apr 22, 2024	Knowledge GraphsSentence	—Unverified	0
Accelerating Medical Knowledge Discovery through Automated Knowledge Graph Generation and Enrichment	Apr 21, 2024	Graph GenerationKnowledge Graphs	—Unverified	0
A Continual Relation Extraction Approach for Knowledge Graph Completeness	Apr 20, 2024	Continual Relation ExtractionKnowledge Graphs	—Unverified	0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment	Apr 19, 2024	Contrastive LearningEntity Alignment	—Unverified	0
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs	Apr 19, 2024	Knowledge Graphsreinforcement-learning	—Unverified	0

Show:10 25 50

← PrevPage 76 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