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 2841–2850 of 2974 papers

Title	Date	Tasks	Status
Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding	Apr 14, 2018	AllGraph Embedding	—Unverified
EventKG: A Multilingual Event-Centric Temporal Knowledge Graph	Apr 12, 2018	Knowledge Graphs	—Unverified
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
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs	Mar 21, 2018	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Variational Knowledge Graph Reasoning	Mar 17, 2018	Knowledge GraphsLink Prediction	—Unverified
Learning Deep Generative Models of Graphs	Mar 8, 2018	Graph GenerationKnowledge Graphs	—Unverified
Linking ImageNet WordNet Synsets with Wikidata	Mar 5, 2018	Deep LearningGeneral Classification	—Unverified
Improving Graph Convolutional Networks with Non-Parametric Activation Functions	Feb 26, 2018	Knowledge Graphs	—Unverified
Scalable Label Propagation for Multi-relational Learning on the Tensor Product of Graphs	Feb 20, 2018	Knowledge GraphsRelational Reasoning	CodeCode Available
Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types	Feb 19, 2018	DecoderKnowledge 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