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 1801–1810 of 2974 papers

Title	Date	Tasks	Status	Hype
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning	Feb 7, 2022	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
When Do Flat Minima Optimizers Work?	Feb 1, 2022	BenchmarkingGraph Learning	CodeCode Available	1
Towards a Theoretical Understanding of Word and Relation Representation	Feb 1, 2022	Knowledge GraphsRelation	—Unverified	0
Learning Representations of Entities and Relations	Jan 31, 2022	Fact CheckingInformation Retrieval	—Unverified	0
Leveraging class abstraction for commonsense reinforcement learning via residual policy gradient methods	Jan 28, 2022	Knowledge GraphsPolicy Gradient Methods	CodeCode Available	0
Ontology-enhanced Prompt-tuning for Few-shot Learning	Jan 27, 2022	Event ExtractionFew-Shot Learning	—Unverified	0
A Survey on Visual Transfer Learning using Knowledge Graphs	Jan 27, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Jointly Learning Knowledge Embedding and Neighborhood Consensus with Relational Knowledge Distillation for Entity Alignment	Jan 25, 2022	BenchmarkingEntity Alignment	—Unverified	0
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using Literals	Jan 24, 2022	ArticlesBlocking	CodeCode Available	1
Scaling Up Knowledge Graph Creation to Large and Heterogeneous Data Sources	Jan 24, 2022	Knowledge GraphsManagement	CodeCode Available	1

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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