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 1381–1390 of 2974 papers

Title	Date	Tasks	Status
Evaluating the Predictive Features of Person-Centric Knowledge Graph Embeddings: Unfolding Ablation Studies	Aug 27, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Evaluating the Effectiveness of Artificial Intelligence in Predicting Adverse Drug Reactions among Cancer Patients: A Systematic Review and Meta-Analysis	Apr 6, 2024	ArticlesKnowledge Graphs	—Unverified
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge	Jul 30, 2024	In-Context LearningKnowledge Graphs	—Unverified
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors	Jan 25, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis	Jan 28, 2024	Knowledge GraphsMedical Diagnosis	—Unverified
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness	Apr 7, 2025	Knowledge GraphsLanguage Modeling	—Unverified
Classifying Organizations for Food System Ontologies using Natural Language Processing	Sep 19, 2023	ClassificationKnowledge Graphs	—Unverified
Class Granularity: How richly does your knowledge graph represent the real world?	Nov 10, 2024	Graph EmbeddingKnowledge Graphs	—Unverified
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks	May 21, 2019	Knowledge GraphsQuestion Answering	—Unverified
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs	Mar 12, 2024	Fact CheckingKnowledge 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