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 2311–2320 of 2974 papers

Title	Date	Tasks	Status	Hype
FedE: Embedding Knowledge Graphs in Federated Setting	Oct 24, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation	Oct 24, 2020	Knowledge GraphsQuestion Answering	CodeCode Available	0
UNER: Universal Named-Entity RecognitionFramework	Oct 23, 2020	Knowledge Graphsnamed-entity-recognition	—Unverified	0
One-shot Learning for Temporal Knowledge Graphs	Oct 23, 2020	Knowledge GraphsLink Prediction	—Unverified	0
Language Models are Open Knowledge Graphs	Oct 22, 2020	ArticlesKnowledge Graphs	CodeCode Available	1
An Industry Evaluation of Embedding-based Entity Alignment	Oct 22, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games	Oct 22, 2020	Decision MakingDeep Reinforcement Learning	CodeCode Available	0
TeX-Graph: Coupled tensor-matrix knowledge-graph embedding for COVID-19 drug repurposing	Oct 22, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs	Oct 22, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Privacy-Preserving Visual Content Tagging using Graph Transformer Networks	Oct 20, 2020	graph constructionKnowledge Graphs	CodeCode Available	0

Show:10 25 50

← PrevPage 232 of 298Next →

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