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 881–890 of 2974 papers

Title	Date	Tasks	Status	Hype
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks	Feb 11, 2024	DiagnosticFault Detection	—Unverified	0
Power Transformer Fault Prediction Based on Knowledge Graphs	Feb 11, 2024	Knowledge GraphsPrediction	—Unverified	0
X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular Design	Feb 11, 2024	graph constructionKnowledge Graphs	CodeCode Available	3
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding	Feb 9, 2024	HallucinationKnowledge Graphs	—Unverified	0
Empowering machine learning models with contextual knowledge for enhancing the detection of eating disorders in social media posts	Feb 8, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning	Feb 8, 2024	Graph LearningKnowledge Graphs	—Unverified	0
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey	Feb 8, 2024	ArticlesEntity Alignment	CodeCode Available	3
Hierarchical Tree-structured Knowledge Graph For Academic Insight Survey	Feb 7, 2024	Knowledge GraphsRecommendation Systems	CodeCode Available	0
SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge Graph	Feb 7, 2024	Data AugmentationKnowledge Graphs	CodeCode Available	1
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation	Feb 6, 2024	Knowledge Graphs	—Unverified	0

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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