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 231–240 of 2974 papers

Title	Date	Tasks	Status	Hype
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation	Feb 16, 2025	graph constructionKnowledge Graphs	CodeCode Available	2
K-Edit: Language Model Editing with Contextual Knowledge Awareness	Feb 15, 2025	Knowledge GraphsLanguage Modeling	—Unverified	0
Evaluating improvements on using Large Language Models (LLMs) for property extraction in the Open Research Knowledge Graph (ORKG)	Feb 15, 2025	Knowledge GraphsPrompt Engineering	CodeCode Available	0
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAG	Feb 13, 2025	Knowledge GraphsLarge Language Model	CodeCode Available	2
Musical Heritage Historical Entity Linking	Feb 13, 2025	Entity LinkingKnowledge Graphs	—Unverified	0
The Joint Entity-Relation Extraction Model Based on Span and Interactive Fusion Representation for Chinese Medical Texts with Complex Semantics	Feb 13, 2025	Knowledge GraphsRelation	—Unverified	0
TRIFFID: Autonomous Robotic Aid For Increasing First Responders Efficiency	Feb 13, 2025	Autonomous NavigationDisaster Response	—Unverified	0
Representation Learning to Advance Multi-institutional Studies with Electronic Health Record Data	Feb 12, 2025	Federated LearningGraph Attention	—Unverified	0
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment	Feb 10, 2025	ArticlesKnowledge Graphs	CodeCode Available	2
Deconstructing Depression Stigma: Integrating AI-driven Data Collection and Analysis with Causal Knowledge Graphs	Feb 9, 2025	ChatbotKnowledge Graphs	—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