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 2691–2700 of 2974 papers

Title	Date	Tasks	Status
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs	May 25, 2019	Knowledge GraphsLink Prediction	CodeCode Available
Stochastic Shared Embeddings: Data-driven Regularization of Embedding Layers	May 25, 2019	Knowledge GraphsRecommendation Systems	CodeCode Available
ESA: Entity Summarization with Attention	May 25, 2019	ClusteringKnowledge Graphs	CodeCode Available
Content based News Recommendation via Shortest Entity Distance over Knowledge Graphs	May 24, 2019	ArticlesKnowledge Graphs	CodeCode Available
Multi-relational Poincaré Graph Embeddings	May 23, 2019	Entity EmbeddingsKnowledge Graphs	CodeCode Available
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding	May 22, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Simulation and Augmentation of Social Networks for Building Deep Learning Models	May 22, 2019	Knowledge Graphs	CodeCode Available
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
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation	May 21, 2019	Knowledge 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