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 241–250 of 2974 papers

Title	Date	Tasks	Status	Hype
Wasserstein-Fisher-Rao Embedding: Logical Query Embeddings with Local Comparison and Global Transport	May 6, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning Analytics	May 4, 2023	Interpretable Machine LearningKnowledge Graphs	CodeCode Available	1
PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging Narratives	May 3, 2023	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Causality-aware Concept Extraction based on Knowledge-guided Prompting	May 3, 2023	Knowledge GraphsNatural Language Understanding	CodeCode Available	1
Complex Logical Reasoning over Knowledge Graphs using Large Language Models	May 2, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
Improving Knowledge Graph Entity Alignment with Graph Augmentation	Apr 28, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1
SGAligner : 3D Scene Alignment with Scene Graphs	Apr 28, 2023	3D Scene Graph AlignmentContrastive Learning	CodeCode Available	1
Normalizing Flow-based Neural Process for Few-Shot Knowledge Graph Completion	Apr 17, 2023	Graph Neural NetworkKnowledge Graph Completion	CodeCode Available	1
AISecKG: Knowledge Graph Dataset for Cybersecurity Education	Mar 30, 2023	Active LearningKnowledge Graphs	CodeCode Available	1
IMF: Interactive Multimodal Fusion Model for Link Prediction	Mar 20, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1

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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