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 2771–2780 of 2974 papers

Title	Date	Tasks	Status
DOLORES: Deep Contextualized Knowledge Graph Embeddings	Oct 31, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Towards Efficient Large-Scale Graph Neural Network Computing	Oct 19, 2018	GPUGraph Neural Network	—Unverified
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension	Oct 12, 2018	Knowledge GraphsMachine Reading Comprehension	—Unverified
Scalable Micro-planned Generation of Discourse from Structured Data	Oct 5, 2018	Knowledge GraphsSentence	CodeCode Available
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs	Oct 1, 2018	Abusive LanguageBIG-bench Machine Learning	—Unverified
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available
Knowledge Graph Embedding with Hierarchical Relation Structure	Oct 1, 2018	Graph EmbeddingInformation Retrieval	—Unverified
Hierarchical Relation Extraction with Coarse-to-Fine Grained Attention	Oct 1, 2018	Knowledge GraphsRelation	CodeCode Available
A State-transition Framework to Answer Complex Questions over Knowledge Base	Oct 1, 2018	Knowledge GraphsQuestion Answering	—Unverified
Cross-lingual Knowledge Graph Alignment via Graph Convolutional Networks	Oct 1, 2018	AttributeEntity Alignment	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