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 2181–2190 of 2974 papers

Title	Date	Tasks	Status
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection	Sep 13, 2021	Knowledge GraphsQuestion Answering	CodeCode Available
Improving Quality Assessment of Online Reviews UsingFormal Argumentation Theory and Knowledge Graphs	Sep 13, 2021	BIG-bench Machine LearningKnowledge Graphs	—Unverified
End-to-end argumentation knowledge graph construction	Sep 13, 2021	16kFake News Detection	—Unverified
Discovering Technology Gaps using the IntSight Knowledge Navigator	Sep 11, 2021	Knowledge GraphsManagement	—Unverified
ProcK: Machine Learning for Knowledge-Intensive Processes	Sep 10, 2021	AttributeBIG-bench Machine Learning	—Unverified
SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity Embeddings	Sep 9, 2021	Entity EmbeddingsGraph Neural Network	CodeCode Available
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of Explanation	Sep 9, 2021	Explainable Artificial Intelligence (XAI)Knowledge Graphs	CodeCode Available
On Event-Driven Knowledge Graph Completion in Digital Factories	Sep 8, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Enhancing Natural Language Representation with Large-Scale Out-of-Domain Commonsense	Sep 6, 2021	Entity EmbeddingsKnowledge Graphs	CodeCode Available
Knowledge Graph Question Answering via SPARQL Silhouette Generation	Sep 6, 2021	Graph Question AnsweringKnowledge Graphs	—Unverified

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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