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 471–480 of 2974 papers

Title	Date	Tasks	Status	Hype
Neuro-Symbolic Entity Alignment via Variational Inference	Oct 5, 2024	Entity AlignmentKnowledge Graphs	—Unverified	0
Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge Graphs	Oct 4, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	0
Enriching Ontologies with Disjointness Axioms using Large Language Models	Oct 4, 2024	Knowledge GraphsPrompt Engineering	CodeCode Available	0
Semantic-Guided RL for Interpretable Feature Engineering	Oct 3, 2024	Automated Feature EngineeringDeep Reinforcement Learning	—Unverified	0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization	Oct 3, 2024	Anomaly DetectionAttribute	—Unverified	0
LLM+KG@VLDB'24 Workshop Summary	Oct 2, 2024	Knowledge GraphsManagement	—Unverified	0
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs	Oct 1, 2024	Conversational SearchKnowledge Graphs	CodeCode Available	0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems	Oct 1, 2024	Computational EfficiencyData Augmentation	—Unverified	0
Complex Logical Query Answering by Calibrating Knowledge Graph Completion Models	Sep 30, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Enhancing High-order Interaction Awareness in LLM-based Recommender Model	Sep 30, 2024	Knowledge GraphsReranking	CodeCode Available	1

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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