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 1931–1940 of 2974 papers

Title	Date	Tasks	Status	Hype
Temporal Knowledge Graph Reasoning Triggered by Memories	Oct 17, 2021	AttributeDecision Making	CodeCode Available	0
Rule Induction in Knowledge Graphs Using Linear Programming	Oct 15, 2021	Knowledge Graphs	CodeCode Available	0
A Survey on State-of-the-art Techniques for Knowledge Graphs Construction and Challenges ahead	Oct 15, 2021	Knowledge GraphsLogical Reasoning	—Unverified	0
Graph Neural Networks with Learnable Structural and Positional Representations	Oct 15, 2021	Graph RegressionKnowledge Graphs	CodeCode Available	1
Symbolic Knowledge Distillation: from General Language Models to Commonsense Models	Oct 14, 2021	Knowledge DistillationKnowledge Graphs	CodeCode Available	1
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	Oct 14, 2021	Graph MiningKnowledge Graphs	—Unverified	0
ActiveEA: Active Learning for Neural Entity Alignment	Oct 13, 2021	Active LearningEntity Alignment	CodeCode Available	0
TCube: Domain-Agnostic Neural Time-series Narration	Oct 11, 2021	EpidemiologyKnowledge Graphs	CodeCode Available	1
The CaLiGraph Ontology as a Challenge for OWL Reasoners	Oct 11, 2021	BenchmarkingKnowledge Graphs	CodeCode Available	0
An Analysis of COVID-19 Knowledge Graph Construction and Applications	Oct 10, 2021	graph constructionKnowledge 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