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 2651–2660 of 2974 papers

Title	Date	Tasks	Status
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs	Jul 22, 2019	Knowledge GraphsQuestion Answering	—Unverified
KVQA: Knowledge-Aware Visual Question Answering	Jul 17, 2019	Knowledge GraphsQuestion Answering	—Unverified
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available
A Neural Turing~Machine for Conditional Transition Graph Modeling	Jul 15, 2019	BIG-bench Machine LearningInformation Retrieval	—Unverified
Tackling Graphical NLP problems with Graph Recurrent Networks	Jul 13, 2019	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Making Study Populations Visible through Knowledge Graphs	Jul 9, 2019	Knowledge Graphs	—Unverified
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function	Jul 9, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Knowledge-aware Pronoun Coreference Resolution	Jul 8, 2019	coreference-resolutionCoreference Resolution	CodeCode Available
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning	Jul 6, 2019	Knowledge Graphs	—Unverified
Diachronic Embedding for Temporal Knowledge Graph Completion	Jul 6, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available

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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