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 1921–1930 of 2974 papers

Title	Date	Tasks	Status
AutoWeird: Weird Translational Scoring Function Identified by Random Search	Jul 24, 2022	AttributeKnowledge Graphs	—Unverified
V-Coder: Adaptive AutoEncoder for Semantic Disclosure in Knowledge Graphs	Jul 22, 2022	Common Sense ReasoningDisentanglement	—Unverified
Duplicate Detection as a Service	Jul 20, 2022	Knowledge Graphs	—Unverified
Efficient Dependency Analysis for Rule-Based Ontologies	Jul 20, 2022	Knowledge Graphs	CodeCode Available
On a Generalized Framework for Time-Aware Knowledge Graphs	Jul 20, 2022	Knowledge Graphs	—Unverified
Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learning	Jul 19, 2022	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available
RT-KGD: Relation Transition Aware Knowledge-Grounded Dialogue Generation	Jul 17, 2022	Dialogue GenerationKnowledge Graphs	CodeCode Available
Explainable Sparse Knowledge Graph Completion via High-order Graph Reasoning Network	Jul 14, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities	Jul 8, 2022	graph constructionKnowledge Graphs	—Unverified
Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future Directions	Jul 8, 2022	ArticlesKnowledge 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