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 2711–2720 of 2974 papers

Title	Date	Tasks	Status
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding	May 22, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation	May 21, 2019	Knowledge Graphs	—Unverified
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules	May 21, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks	May 21, 2019	Knowledge GraphsQuestion Answering	—Unverified
PaperRobot: Incremental Draft Generation of Scientific Ideas	May 20, 2019	Graph AttentionKnowledge Graphs	CodeCode Available
ERNIE: Enhanced Language Representation with Informative Entities	May 17, 2019	Entity LinkingEntity Typing	CodeCode Available
TuckER: Tensor Factorization for Knowledge Graph Completion	May 16, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Learning to Exploit Long-term Relational Dependencies in Knowledge Graphs	May 13, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems	May 11, 2019	Feature EngineeringGraph Neural Network	CodeCode Available
Cyber-All-Intel: An AI for Security related Threat Intelligence	May 7, 2019	AllKnowledge Graphs	—Unverified

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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