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 191–200 of 2974 papers

Title	Date	Tasks	Status	Hype
A Self-supervised Method for Entity Alignment	Jun 17, 2021	Contrastive LearningEntity Alignment	CodeCode Available	1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization	Dec 19, 2022	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders	Apr 6, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge Graphs	Oct 22, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
Complex Query Answering with Neural Link Predictors	Nov 6, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models	Mar 3, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation	Mar 18, 2023	Contrastive LearningDecoder	CodeCode Available	1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering	May 25, 2021	Abstract Meaning RepresentationARC	CodeCode Available	1
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs	Oct 26, 2021	Knowledge GraphsNegation	CodeCode Available	1

Show:10 25 50

← PrevPage 20 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