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 2341–2350 of 2974 papers

Title	Date	Tasks	Status	Hype
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding	Oct 2, 2020	Knowledge GraphsLanguage Modeling	—Unverified	0
A Practice of Tourism Knowledge Graph Construction based on Heterogeneous Information	Oct 1, 2020	graph constructionKnowledge Graphs	—Unverified	0
OWL2Vec*: Embedding of OWL Ontologies	Sep 30, 2020	Knowledge GraphsLanguage Modelling	CodeCode Available	1
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion	Sep 30, 2020	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models	Sep 29, 2020	Knowledge Graphs	CodeCode Available	1
Zero-Shot Learning with Common Sense Knowledge Graphs	Sep 28, 2020	Common Sense ReasoningEntity Typing	—Unverified	0
Multi-Relational Embedding for Knowledge Graph Representation and Analysis	Sep 28, 2020	Computational EfficiencyGraph Embedding	CodeCode Available	1
Visual Pivoting for (Unsupervised) Entity Alignment	Sep 28, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Information Obfuscation of Graph Neural Networks	Sep 28, 2020	Adversarial DefenseGraph Representation Learning	CodeCode Available	1
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions	Sep 27, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	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