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 2676–2700 of 2974 papers

Title	Date	Tasks	Status
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning	Jul 6, 2019	Knowledge Graphs	—Unverified
Augmenting and Tuning Knowledge Graph Embeddings	Jul 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs	Jul 1, 2019	DecoderKnowledge Graphs	—Unverified
Storytelling from Structured Data and Knowledge Graphs : An NLG Perspective	Jul 1, 2019	Knowledge GraphsTranslation	—Unverified
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Jul 1, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available
Uncovering the Semantics of Wikipedia Categories	Jun 28, 2019	Entity DisambiguationKnowledge Graphs	CodeCode Available
Constructing Information-Lossless Biological Knowledge Graphs from Conditional Statements	Jun 26, 2019	AttributeKnowledge Graphs	—Unverified
Generalization to Novel Objects using Prior Relational Knowledge	Jun 26, 2019	Knowledge GraphsSokoban	—Unverified
Explainable Fact Checking with Probabilistic Answer Set Programming	Jun 21, 2019	Fact CheckingKnowledge Graphs	—Unverified
Probabilistic Logic Neural Networks for Reasoning	Jun 20, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Observing LOD using Equivalent Set Graphs: it is mostly flat and sparsely linked	Jun 19, 2019	Knowledge Graphs	—Unverified
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling	Jun 17, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation	Jun 12, 2019	Causal InferenceDecision Making	CodeCode Available
Neural Variational Inference For Estimating Uncertainty in Knowledge Graph Embeddings	Jun 12, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction	Jun 12, 2019	graph constructionKnowledge Base Construction	CodeCode Available
Representation Learning for Words and Entities	Jun 12, 2019	Knowledge GraphsRepresentation Learning	—Unverified
Multi-view Knowledge Graph Embedding for Entity Alignment	Jun 6, 2019	Entity AlignmentGraph Embedding	CodeCode Available
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs	Jun 4, 2019	Knowledge Base CompletionKnowledge Graph Completion	CodeCode Available
TechNet: Technology Semantic Network Based on Patent Data	Jun 2, 2019	Knowledge GraphsRetrieval	CodeCode Available
Knowledge Hypergraphs: Prediction Beyond Binary Relations	Jun 1, 2019	Entity EmbeddingsKnowledge Graph Completion	CodeCode Available
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs	Jun 1, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Abstract Graphs and Abstract Paths for Knowledge Graph Completion	Jun 1, 2019	Entity EmbeddingsKnowledge Graph Completion	—Unverified
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation	May 29, 2019	Knowledge Graphs	—Unverified
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings	May 29, 2019	Incremental LearningKnowledge 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