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 451–475 of 2974 papers

Title	Date	Tasks	Status	Hype
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph Perspective	Feb 19, 2021	BIG-bench Machine LearningDrug Discovery	CodeCode Available	1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1
Out-of-Sample Representation Learning for Multi-Relational Graphs	Apr 28, 2020	Knowledge GraphsRepresentation Learning	CodeCode Available	1
OWL2Vec*: Embedding of OWL Ontologies	Sep 30, 2020	Knowledge GraphsLanguage Modelling	CodeCode Available	1
AISecKG: Knowledge Graph Dataset for Cybersecurity Education	Mar 30, 2023	Active LearningKnowledge Graphs	CodeCode Available	1
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs	May 21, 2025	Knowledge DistillationKnowledge Graphs	CodeCode Available	1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning	Jun 23, 2020	Knowledge GraphsMulti-Task Learning	CodeCode Available	1
Explainable Link Prediction for Emerging Entities in Knowledge Graphs	May 1, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completion	May 13, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch Similarities	May 20, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
Putting RDF2vec in Order	Aug 11, 2021	Knowledge GraphsPosition	CodeCode Available	1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine Learning	Jul 30, 2024	Knowledge GraphsNode Classification	CodeCode Available	1
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering	Apr 13, 2021	Common Sense ReasoningGraph Representation Learning	CodeCode Available	1
A Self-supervised Method for Entity Alignment	Jun 17, 2021	Contrastive LearningEntity Alignment	CodeCode Available	1
CODER: Knowledge infused cross-lingual medical term embedding for term normalization	Nov 5, 2020	Contrastive LearningKnowledge Graphs	CodeCode Available	1
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings	Feb 14, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph	Jun 25, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction	May 31, 2021	graph constructionKnowledge Graphs	CodeCode Available	1
RAGA: Relation-aware Graph Attention Networks for Global Entity Alignment	Mar 1, 2021	Entity AlignmentGraph Attention	CodeCode Available	1
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1

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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