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 901–910 of 2974 papers

Title	Date	Tasks	Status
Entity Type Prediction in Knowledge Graphs using Embeddings	Apr 28, 2020	Entity TypingInformation Retrieval	—Unverified
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions	Jul 28, 2022	Entity TypingKnowledge Graphs	—Unverified
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation	May 22, 2020	Knowledge Graphs	—Unverified
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering	Feb 22, 2025	Graph Question AnsweringKnowledge Graphs	—Unverified
CKG: Dynamic Representation Based on Context and Knowledge Graph	Dec 9, 2022	Knowledge GraphsMRPC	—Unverified
A Comprehensive Survey on Automatic Knowledge Graph Construction	Feb 10, 2023	graph constructionKnowledge Graph Completion	—Unverified
Drug Re-positioning via Text Augmented Knowledge Graph Embeddings	Oct 20, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Guiding Graph Embeddings using Path-Ranking Methods for Error Detection innoisy Knowledge Graphs	Feb 19, 2020	Knowledge GraphsRepresentation Learning	—Unverified
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM	May 28, 2025	Claim VerificationKnowledge Graphs	—Unverified
FOKE: A Personalized and Explainable Education Framework Integrating Foundation Models, Knowledge Graphs, and Prompt Engineering	May 6, 2024	Knowledge GraphsPrompt 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