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 1831–1840 of 2974 papers

Title	Date	Tasks	Status	Hype
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Jan 16, 2022	ArticlesKnowledge Graphs	—Unverified	0
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Jan 16, 2022	Knowledge GraphsQuestion Answering	—Unverified	0
Knowledge Based Template Machine Translation In Low-Resource Setting	Jan 16, 2022	Knowledge GraphsMachine Translation	—Unverified	0
Temporal Knowledge Graph Completion: A Survey	Jan 16, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
An Automatic Ontology Generation Framework with An Organizational Perspective	Jan 15, 2022	Knowledge Graphs	—Unverified	0
Training Free Graph Neural Networks for Graph Matching	Jan 14, 2022	Entity AlignmentGraph Matching	CodeCode Available	1
NLP in Human Rights Research -- Extracting Knowledge Graphs About Police and Army Units and Their Commanders	Jan 13, 2022	Knowledge Graphs	CodeCode Available	0
Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment Analysis	Jan 13, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Multi-task Pre-training Language Model for Semantic Network Completion	Jan 13, 2022	Contrastive LearningData Augmentation	CodeCode Available	0
Towards a Reference Software Architecture for Human-AI Teaming in Smart Manufacturing	Jan 13, 2022	BIG-bench Machine LearningKnowledge Graphs	—Unverified	0

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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