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 1011–1020 of 2974 papers

Title	Date	Tasks	Status
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
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization	Oct 3, 2024	Anomaly DetectionAttribute	—Unverified
Semantic-Guided RL for Interpretable Feature Engineering	Oct 3, 2024	Automated Feature EngineeringDeep Reinforcement Learning	—Unverified
LLM+KG@VLDB'24 Workshop Summary	Oct 2, 2024	Knowledge GraphsManagement	—Unverified
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems	Oct 1, 2024	Computational EfficiencyData Augmentation	—Unverified
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs	Oct 1, 2024	Conversational SearchKnowledge Graphs	CodeCode Available
Complex Logical Query Answering by Calibrating Knowledge Graph Completion Models	Sep 30, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models	Sep 30, 2024	Decision Makinggraph construction	—Unverified
GUNDAM: Aligning Large Language Models with Graph Understanding	Sep 30, 2024	AttributeGraph Learning	—Unverified
Rehearsing Answers to Probable Questions with Perspective-Taking	Sep 27, 2024	Common Sense ReasoningKnowledge 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