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 1711–1720 of 2974 papers

Title	Date	Tasks	Status
Class Granularity: How richly does your knowledge graph represent the real world?	Nov 10, 2024	Graph EmbeddingKnowledge Graphs	—Unverified
Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining	May 15, 2024	Contrastive LearningDiagnostic	—Unverified
TextGraphs-16 Natural Language Premise Selection Task: Zero-Shot Premise Selection with Prompting Generative Language Models	Oct 1, 2022	Automated Theorem ProvingInformation Retrieval	—Unverified
Learning Graph Representations	Feb 3, 2021	General ClassificationGraph Classification	—Unverified
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs	Mar 12, 2024	Fact CheckingKnowledge Graphs	—Unverified
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions	Jul 1, 2015	Information RetrievalKnowledge Graphs	—Unverified
Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection	May 6, 2025	Face RecognitionKnowledge Graphs	—Unverified
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding	Nov 12, 2023	Contrastive LearningData Augmentation	—Unverified
Learning Knowledge Graph-based World Models of Textual Environments	Jun 17, 2021	Action ParsingKnowledge Graphs	—Unverified
Learning Knowledge Graphs for Question Answering through Conversational Dialog	May 1, 2015	Dialog LearningElectrical Engineering	—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