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 511–520 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
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
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1
RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings	Sep 16, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization	Sep 11, 2020	Knowledge GraphsTransfer Learning	CodeCode Available	1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks	Sep 10, 2020	Dialog Relation ExtractionGraph Attention	CodeCode Available	1
Rule-Guided Graph Neural Networks for Recommender Systems	Sep 9, 2020	Collaborative FilteringKnowledge Graphs	CodeCode Available	1
LowFER: Low-rank Bilinear Pooling for Link Prediction	Aug 25, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
MMEA: Entity Alignment for Multi-Modal Knowledge Graphs	Aug 20, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1

Show:10 25 50

← PrevPage 52 of 298Next →

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