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 1621–1630 of 2974 papers

Title	Date	Tasks	Status	Hype
Stochastic Parallelizable Eigengap Dilation for Large Graph Clustering	Jul 29, 2022	ClusteringDecision Making	—Unverified	0
Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs	Jul 28, 2022	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions	Jul 28, 2022	Entity TypingKnowledge Graphs	—Unverified	0
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection	Jul 26, 2022	DecoderKnowledge Graphs	CodeCode Available	1
AutoWeird: Weird Translational Scoring Function Identified by Random Search	Jul 24, 2022	AttributeKnowledge Graphs	—Unverified	0
Enhancing Document-level Relation Extraction by Entity Knowledge Injection	Jul 23, 2022	Document-level Relation ExtractionKnowledge Graphs	CodeCode Available	1
Facing Changes: Continual Entity Alignment for Growing Knowledge Graphs	Jul 23, 2022	Entity AlignmentInductive Learning	CodeCode Available	1
μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications	Jul 23, 2022	Entity AlignmentEntity Typing	CodeCode Available	1
V-Coder: Adaptive AutoEncoder for Semantic Disclosure in Knowledge Graphs	Jul 22, 2022	Common Sense ReasoningDisentanglement	—Unverified	0
On a Generalized Framework for Time-Aware Knowledge Graphs	Jul 20, 2022	Knowledge 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