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 1521–1530 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge-Enhanced Relation Extraction Dataset	Oct 19, 2022	Entity LinkingKnowledge Graphs	—Unverified	0
Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge Graphs	Oct 18, 2022	Aspect ExtractionKnowledge Graphs	CodeCode Available	4
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	Oct 17, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge Graphs	Oct 17, 2022	Knowledge Graphs	CodeCode Available	2
Deep Bidirectional Language-Knowledge Graph Pretraining	Oct 17, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	2
Joint Multilingual Knowledge Graph Completion and Alignment	Oct 17, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Contrastive Language-Image Pre-Training with Knowledge Graphs	Oct 17, 2022	Knowledge Graphs	—Unverified	0
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs	Oct 16, 2022	Entity AlignmentEntity Embeddings	—Unverified	0
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs	Oct 16, 2022	Knowledge GraphsMeta-Learning	—Unverified	0
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation	Oct 14, 2022	Contrastive LearningKnowledge Graph Completion	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