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 321–330 of 2974 papers

Title	Date	Tasks	Status	Hype
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs	Jun 7, 2022	Knowledge Graphs	CodeCode Available	1
OntoMerger: An Ontology Integration Library for Deduplicating and Connecting Knowledge Graph Nodes	Jun 5, 2022	Knowledge Graphs	CodeCode Available	1
Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization	Jun 3, 2022	Knowledge Graphs	CodeCode Available	1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning	May 31, 2022	Common Sense ReasoningGraph Generation	CodeCode Available	1
AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoning	May 30, 2022	Graph Neural Network	CodeCode Available	1
Temporal knowledge graph question answering via subgraph reasoning	May 30, 2022	Graph Question AnsweringKnowledge Graphs	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
Relphormer: Relational Graph Transformer for Knowledge Graph Representations	May 22, 2022	General KnowledgeGraph Mining	CodeCode Available	1
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?	May 21, 2022	Knowledge Graph CompletionKnowledge Graphs	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