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 1361–1370 of 2974 papers

Title	Date	Tasks	Status
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation	Jul 1, 2020	graph constructionKnowledge Graphs	—Unverified
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction	Oct 5, 2023	Knowledge GraphsProtein Function Prediction	—Unverified
Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model	Jan 21, 2025	cross-modal alignmentGraph Embedding	—Unverified
Integrating 3D City Data through Knowledge Graphs	Oct 17, 2023	Knowledge Graphs	—Unverified
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge	Feb 18, 2025	Graph GenerationKnowledge Graphs	—Unverified
Integrating Graph Contextualized Knowledge into Pre-trained Language Models	Nov 30, 2019	Knowledge GraphsRepresentation Learning	—Unverified
Grid-Based Projection of Spatial Data into Knowledge Graphs	Nov 4, 2024	Knowledge Graphs	—Unverified
Integrating Knowledge Graphs and Bayesian Networks: A Hybrid Approach for Explainable Disease Risk Prediction	Jun 16, 2025	Knowledge GraphsPrediction	—Unverified
GREG: A Global Level Relation Extraction with Knowledge Graph Embedding	Feb 10, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
COVID-19 and Company Knowledge Graphs: Assessing Golden Powers and Economic Impact of Selective Lockdown via AI Reasoning	Apr 21, 2020	Knowledge 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