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 1631–1640 of 2974 papers

Title	Date	Tasks	Status	Hype
Duplicate Detection as a Service	Jul 20, 2022	Knowledge Graphs	—Unverified	0
Efficient Dependency Analysis for Rule-Based Ontologies	Jul 20, 2022	Knowledge Graphs	CodeCode Available	0
Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learning	Jul 19, 2022	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	0
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1
Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings	Jul 18, 2022	Continual LearningGraph Embedding	CodeCode Available	1
RT-KGD: Relation Transition Aware Knowledge-Grounded Dialogue Generation	Jul 17, 2022	Dialogue GenerationKnowledge Graphs	CodeCode Available	0
Explainable Sparse Knowledge Graph Completion via High-order Graph Reasoning Network	Jul 14, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings	Jul 11, 2022	Graph EmbeddingHyperparameter Optimization	CodeCode Available	1
Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future Directions	Jul 8, 2022	ArticlesKnowledge Graphs	CodeCode Available	0
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities	Jul 8, 2022	graph constructionKnowledge Graphs	—Unverified	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