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 1681–1690 of 2974 papers

Title	Date	Tasks	Status	Hype
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning	May 31, 2022	Common Sense ReasoningGraph Generation	CodeCode Available	1
Distributed Graph Neural Network Training with Periodic Stale Representation Synchronization	May 31, 2022	Graph EmbeddingGraph Neural Network	—Unverified	0
Temporal knowledge graph question answering via subgraph reasoning	May 30, 2022	Graph Question AnsweringKnowledge Graphs	CodeCode Available	1
AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoning	May 30, 2022	Graph Neural Network	CodeCode Available	1
TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph	May 28, 2022	Knowledge GraphsLogical Reasoning	CodeCode Available	1
StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph	May 27, 2022	Entity EmbeddingsKnowledge Graphs	CodeCode Available	1
Text-Based Automatic Personality Prediction Using KGrAt-Net; A Knowledge Graph Attention Network Classifier	May 27, 2022	Graph AttentionGraph Embedding	CodeCode Available	0
Symbiotic Child Emotional Support with Social Robots and Temporal Knowledge Graphs	May 26, 2022	Knowledge Graphs	—Unverified	0
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source	May 24, 2022	Knowledge GraphsNER	—Unverified	0
Overview of STEM Science as Process, Method, Material, and Data Named Entities	May 24, 2022	ArticlesAstronomy	CodeCode Available	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