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 471–480 of 2974 papers

Title	Date	Tasks	Status	Hype
How to Train Your Agent to Read and Write	Jan 4, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	1
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation	Jan 2, 2021	Knowledge GraphsLanguage Modeling	CodeCode Available	1
GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural Networks	Jan 1, 2021	Continual LearningKnowledge Graphs	CodeCode Available	1
xERTE: Explainable Reasoning on Temporal Knowledge Graphs for Forecasting Future Links	Dec 31, 2020	Graph Representation LearningKnowledge Graphs	CodeCode Available	1
Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs	Dec 23, 2020	Anomaly DetectionArticles	CodeCode Available	1
CSKG: The CommonSense Knowledge Graph	Dec 21, 2020	Knowledge GraphsNatural Language Understanding	CodeCode Available	1
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1
Communicative Message Passing for Inductive Relation Reasoning	Dec 16, 2020	Inductive BiasInductive Relation Prediction	CodeCode Available	1
Keyword-Guided Neural Conversational Model	Dec 15, 2020	Knowledge Graphsmodel	CodeCode Available	1
Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks	Dec 15, 2020	Knowledge Graph CompletionKnowledge 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