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 2351–2360 of 2974 papers

Title	Date	Tasks	Status	Hype
QuatRE: Relation-Aware Quaternions for Knowledge Graph Embeddings	Sep 26, 2020	Knowledge Graph CompletionKnowledge Graph Embeddings	CodeCode Available	1
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases	Sep 24, 2020	Knowledge GraphsQuestion Answering	—Unverified	0
Structure Aware Negative Sampling in Knowledge Graphs	Sep 23, 2020	Contrastive LearningKnowledge Graphs	—Unverified	0
A Comparative Study on Structural and Semantic Properties of Sentence Embeddings	Sep 23, 2020	Knowledge GraphsRelation	CodeCode Available	0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs	Sep 22, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Message Passing for Hyper-Relational Knowledge Graphs	Sep 22, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Extracting Summary Knowledge Graphs from Long Documents	Sep 19, 2020	Graph LearningKnowledge Graphs	CodeCode Available	1
Type-augmented Relation Prediction in Knowledge Graphs	Sep 16, 2020	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
NABU - Multilingual Graph-based Neural RDF Verbalizer	Sep 16, 2020	BenchmarkingDecoder	—Unverified	0
Knowledge Graphs for Multilingual Language Translation and Generation	Sep 16, 2020	Knowledge GraphsMachine Translation	—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