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 2651–2675 of 2974 papers

Title	Date	Tasks	Status	Hype
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs	Jul 22, 2019	Knowledge GraphsQuestion Answering	—Unverified	0
KVQA: Knowledge-Aware Visual Question Answering	Jul 17, 2019	Knowledge GraphsQuestion Answering	—Unverified	0
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available	0
A Neural Turing~Machine for Conditional Transition Graph Modeling	Jul 15, 2019	BIG-bench Machine LearningInformation Retrieval	—Unverified	0
Tackling Graphical NLP problems with Graph Recurrent Networks	Jul 13, 2019	Graph Neural NetworkKnowledge Graphs	CodeCode Available	0
Making Study Populations Visible through Knowledge Graphs	Jul 9, 2019	Knowledge Graphs	—Unverified	0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function	Jul 9, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
Knowledge-aware Pronoun Coreference Resolution	Jul 8, 2019	coreference-resolutionCoreference Resolution	CodeCode Available	0
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning	Jul 6, 2019	Knowledge Graphs	—Unverified	0
Diachronic Embedding for Temporal Knowledge Graph Completion	Jul 6, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Jul 1, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	0
OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs	Jul 1, 2019	DecoderKnowledge Graphs	—Unverified	0
Storytelling from Structured Data and Knowledge Graphs : An NLG Perspective	Jul 1, 2019	Knowledge GraphsTranslation	—Unverified	0
Augmenting and Tuning Knowledge Graph Embeddings	Jul 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	0
Uncovering the Semantics of Wikipedia Categories	Jun 28, 2019	Entity DisambiguationKnowledge Graphs	CodeCode Available	0
Constructing Information-Lossless Biological Knowledge Graphs from Conditional Statements	Jun 26, 2019	AttributeKnowledge Graphs	—Unverified	0
Generalization to Novel Objects using Prior Relational Knowledge	Jun 26, 2019	Knowledge GraphsSokoban	—Unverified	0
Ekar: An Explainable Method for Knowledge Aware Recommendation	Jun 22, 2019	Knowledge-Aware RecommendationKnowledge Graphs	CodeCode Available	2
Neural Machine Translating from Natural Language to SPARQL	Jun 21, 2019	Knowledge GraphsMachine Translation	CodeCode Available	1
Explainable Fact Checking with Probabilistic Answer Set Programming	Jun 21, 2019	Fact CheckingKnowledge Graphs	—Unverified	0
Probabilistic Logic Neural Networks for Reasoning	Jun 20, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Observing LOD using Equivalent Set Graphs: it is mostly flat and sparsely linked	Jun 19, 2019	Knowledge Graphs	—Unverified	0
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling	Jun 17, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	0
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available	0
Representation Learning for Words and Entities	Jun 12, 2019	Knowledge GraphsRepresentation Learning	—Unverified	0

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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