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 2191–2200 of 2974 papers

Title	Date	Tasks	Status	Hype
BERT-based knowledge extraction method of unstructured domain text	Mar 1, 2021	graph constructionKnowledge Graphs	—Unverified	0
Logic Embeddings for Complex Query Answering	Feb 28, 2021	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Secure Evaluation of Knowledge Graph Merging Gain	Feb 26, 2021	Knowledge GraphsPrivacy Preserving	CodeCode Available	0
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification	Feb 22, 2021	Binary ClassificationClassification	—Unverified	0
LightCAKE: A Lightweight Framework for Context-Aware Knowledge Graph Embedding	Feb 22, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph Perspective	Feb 19, 2021	BIG-bench Machine LearningDrug Discovery	CodeCode Available	1
Knowledge Hypergraph Embedding Meets Relational Algebra	Feb 18, 2021	hypergraph embeddingKnowledge Graphs	CodeCode Available	0
Learning Visual Models using a Knowledge Graph as a Trainer	Feb 17, 2021	Graph EmbeddingGraph Neural Network	—Unverified	0
Meta-Path-Free Representation Learning on Heterogeneous Networks	Feb 16, 2021	Knowledge GraphsRepresentation Learning	—Unverified	0
A Metamodel and Framework for Artificial General Intelligence From Theory to Practice	Feb 11, 2021	BIG-bench Machine LearningFederated Learning	—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