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 1051–1075 of 2974 papers

Title	Date	Tasks	Status	Score
Interleaving GANs with knowledge graphs to support design creativity for book covers	Aug 3, 2023	Knowledge Graphs	CodeCode Available	5
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available	5
CoRTEx: Contrastive Learning for Representing Terms via Explanations with Applications on Constructing Biomedical Knowledge Graphs	Dec 13, 2023	ClusteringContrastive Learning	CodeCode Available	5
An Adversarial Transfer Network for Knowledge Representation Learning	Apr 30, 2021	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	5
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data	May 18, 2025	Knowledge Graphsscientific discovery	CodeCode Available	5
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
COPA-SSE: Semi-structured Explanations for Commonsense Reasoning	Jan 18, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via Adapters	Jul 1, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex Spaces	Aug 4, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Informed Multi-context Entity Alignment	Jan 2, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	5
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs	Nov 7, 2019	Knowledge Graphs	CodeCode Available	5
Conversational Semantic Parsing using Dynamic Context Graphs	May 4, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	5
Cycle Representation Learning for Inductive Relation Prediction	Oct 6, 2021	Graph Representation LearningInductive Relation Prediction	CodeCode Available	5
An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge Graphs	Dec 7, 2022	Knowledge GraphsRelation	CodeCode Available	5
Inductive Relation Prediction from Relational Paths and Context with Hierarchical Transformers	Apr 1, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available	5
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction	Apr 23, 2024	Data IntegrationDiabetes Prediction	CodeCode Available	5
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	5
Knowledge Base Completion: Baseline strikes back (Again)	May 2, 2020	AllKnowledge Base Completion	CodeCode Available	5
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs	Oct 1, 2024	Conversational SearchKnowledge Graphs	CodeCode Available	5
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs	Jun 17, 2025	Graph structure learningKnowledge Graphs	CodeCode Available	5
Inducing Discourse Marker Inventories from Lexical Knowledge Graphs	Jun 1, 2022	Knowledge Graphs	CodeCode Available	5
Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks	Dec 16, 2023	Entity EmbeddingsInductive Link Prediction	CodeCode Available	5

Show:10 25 50

← PrevPage 43 of 119Next →

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