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 751–760 of 2974 papers

Title	Date	Tasks	Status
Agentic Publications: An LLM-Driven Framework for Interactive Scientific Publishing, Supplementing Traditional Papers with AI-Powered Knowledge Systems	May 19, 2025	Knowledge GraphsRetrieval-augmented Generation	—Unverified
Building Interoperable Electronic Health Records as Purpose-Driven Knowledge Graphs	May 10, 2023	Knowledge Graphs	—Unverified
Building FKG.in: a Knowledge Graph for Indian Food	Sep 1, 2024	Knowledge GraphsNutrition	—Unverified
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation	Feb 28, 2025	Knowledge GraphsRAG	—Unverified
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks	May 21, 2019	Knowledge GraphsQuestion Answering	—Unverified
AceKG: A Large-scale Knowledge Graph for Academic Data Mining	Jul 23, 2018	Community DetectionEntity Alignment	—Unverified
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension	Oct 12, 2018	Knowledge GraphsMachine Reading Comprehension	—Unverified
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets	May 16, 2025	BenchmarkingKnowledge Graphs	—Unverified
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion	Jan 24, 2024	Knowledge GraphsRelation Extraction	—Unverified
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery	Apr 9, 2024	Graph EmbeddingKnowledge 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