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 1411–1420 of 2974 papers

Title	Date	Tasks	Status	Hype
Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis	Feb 11, 2023	Image-text RetrievalKnowledge Graphs	CodeCode Available	0
Adversarial Transformer Language Models for Contextual Commonsense Inference	Feb 10, 2023	Knowledge GraphsLanguage Modeling	—Unverified	0
A Comprehensive Survey on Automatic Knowledge Graph Construction	Feb 10, 2023	graph constructionKnowledge Graph Completion	—Unverified	0
Toward Degree Bias in Embedding-Based Knowledge Graph Completion	Feb 10, 2023	Data AugmentationKnowledge Graph Completion	CodeCode Available	1
Massively Multilingual Language Models for Cross Lingual Fact Extraction from Low Resource Indian Languages	Feb 9, 2023	FormKnowledge Graphs	CodeCode Available	0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots	Feb 8, 2023	ChatbotKnowledge Graphs	—Unverified	0
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction	Feb 6, 2023	Data AugmentationGraph Embedding	CodeCode Available	1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs	Feb 4, 2023	Knowledge GraphsLink Prediction	CodeCode Available	1
FGSI: Distant Supervision for Relation Extraction method based on Fine-Grained Semantic Information	Feb 4, 2023	Knowledge GraphsRelation	—Unverified	0
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding	Feb 3, 2023	Entity EmbeddingsGraph Embedding	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