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 2361–2370 of 2974 papers

Title	Date	Tasks	Status	Hype
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
Revealing Secrets in SPARQL Session Level	Sep 13, 2020	Knowledge Graphs	CodeCode Available	0
Learning semantic Image attributes using Image recognition and knowledge graph embeddings	Sep 12, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization	Sep 11, 2020	Knowledge GraphsTransfer Learning	CodeCode Available	1
Sanitizing Synthetic Training Data Generation for Question Answering over Knowledge Graphs	Sep 10, 2020	Knowledge GraphsQuestion Answering	—Unverified	0
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
Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs	Sep 9, 2020	Knowledge GraphsLanguage Modelling	CodeCode Available	0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records	Sep 8, 2020	ArticlesKnowledge 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