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 2826–2850 of 2974 papers

Title	Date	Tasks	Status	Hype
From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules	May 26, 2018	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval	May 19, 2018	Information RetrievalKnowledge Graphs	CodeCode Available	0
Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures	May 17, 2018	Inductive BiasKnowledge Graphs	—Unverified	0
Adversarial Contrastive Estimation	May 9, 2018	Contrastive LearningKnowledge Graph Embeddings	—Unverified	0
Weakly-supervised Contextualization of Knowledge Graph Facts	May 7, 2018	Knowledge GraphsLearning-To-Rank	—Unverified	0
Improving Knowledge Graph Embedding Using Simple Constraints	May 7, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
EventKG+TL: Creating Cross-Lingual Timelines from an Event-Centric Knowledge Graph	May 3, 2018	Knowledge Graphs	—Unverified	0
Retrieving Information from the French Lexical Network in RDF/OWL Format	May 1, 2018	Knowledge Graphs	—Unverified	0
Word Embedding Evaluation Datasets and Wikipedia Title Embedding for Chinese	May 1, 2018	Knowledge GraphsWord Embeddings	—Unverified	0
Robust Discovery of Positive and Negative Rules in Knowledge-Bases	Apr 16, 2018	Knowledge GraphsKnowledge Graphs Data Curation	CodeCode Available	0
Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding	Apr 14, 2018	AllGraph Embedding	—Unverified	0
EventKG: A Multilingual Event-Centric Temporal Knowledge Graph	Apr 12, 2018	Knowledge Graphs	—Unverified	0
Not just about size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications	Apr 5, 2018	Knowledge GraphsSpecificity	—Unverified	0
Scene Graph Parsing as Dependency Parsing	Mar 25, 2018	Dependency ParsingImage Retrieval	CodeCode Available	1
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs	Mar 21, 2018	Graph Neural NetworkKnowledge Graphs	CodeCode Available	0
Variational Knowledge Graph Reasoning	Mar 17, 2018	Knowledge GraphsLink Prediction	—Unverified	0
Learning Deep Generative Models of Graphs	Mar 8, 2018	Graph GenerationKnowledge Graphs	—Unverified	0
Linking ImageNet WordNet Synsets with Wikidata	Mar 5, 2018	Deep LearningGeneral Classification	—Unverified	0
Improving Graph Convolutional Networks with Non-Parametric Activation Functions	Feb 26, 2018	Knowledge Graphs	—Unverified	0
Scalable Label Propagation for Multi-relational Learning on the Tensor Product of Graphs	Feb 20, 2018	Knowledge GraphsRelational Reasoning	CodeCode Available	0
Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types	Feb 19, 2018	DecoderKnowledge Graphs	CodeCode Available	0
Learning beyond datasets: Knowledge Graph Augmented Neural Networks for Natural language Processing	Feb 16, 2018	Knowledge GraphsNatural Language Inference	—Unverified	0
SimplE Embedding for Link Prediction in Knowledge Graphs	Feb 13, 2018	Knowledge GraphsLink Prediction	CodeCode Available	0
Incorporating Literals into Knowledge Graph Embeddings	Feb 3, 2018	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available	0
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge Graph	Jan 31, 2018	Knowledge GraphsQuestion Answering	CodeCode Available	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