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 2371–2380 of 2974 papers

Title	Date	Tasks	Status
Simple and Interpretable Probabilistic Classifiers for Knowledge Graphs	Jul 9, 2024	Knowledge Graphs	CodeCode Available
Online Detection of Anomalies in Temporal Knowledge Graphs with Interpretability	Aug 1, 2024	Anomaly DetectionGraph Anomaly Detection	CodeCode Available
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data	May 18, 2025	Knowledge Graphsscientific discovery	CodeCode Available
PDPK: A Framework to Synthesise Process Data and Corresponding Procedural Knowledge for Manufacturing	Aug 16, 2023	Knowledge Graphs	CodeCode Available
edge2vec: Representation learning using edge semantics for biomedical knowledge discovery	Sep 7, 2018	Biomedical Information RetrievalInformation Retrieval	CodeCode Available
Choose your Data Wisely: A Framework for Semantic Counterfactuals	May 28, 2023	counterfactualCounterfactual Explanation	CodeCode Available
SimplE Embedding for Link Prediction in Knowledge Graphs	Feb 13, 2018	Knowledge GraphsLink Prediction	CodeCode Available
Simulation and Augmentation of Social Networks for Building Deep Learning Models	May 22, 2019	Knowledge Graphs	CodeCode Available
Tough Tables: Carefully Evaluating Entity Linking for Tabular Data	Nov 1, 2020	Cell Entity AnnotationColumn Type Annotation	CodeCode Available
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available

Show:10 25 50

← PrevPage 238 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