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 721–730 of 2974 papers

Title	Date	Tasks	Status	Hype
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts	May 10, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning	May 10, 2024	DecoderGeneralization Bounds	CodeCode Available	1
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning	May 9, 2024	Graph Neural NetworkKnowledge Graphs	—Unverified	0
Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management	May 8, 2024	Knowledge GraphsManagement	—Unverified	0
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language Models	May 8, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	0
Cryptanalysis of the SIMON Cypher Using Neo4j	May 8, 2024	CryptanalysisKnowledge Graphs	—Unverified	0
AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models	May 8, 2024	graph constructionIn-Context Learning	—Unverified	0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and Completion	May 7, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	0
Sora Detector: A Unified Hallucination Detection for Large Text-to-Video Models	May 7, 2024	HallucinationKnowledge Graphs	CodeCode Available	0
FOKE: A Personalized and Explainable Education Framework Integrating Foundation Models, Knowledge Graphs, and Prompt Engineering	May 6, 2024	Knowledge GraphsPrompt Engineering	—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