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 601–610 of 2974 papers

Title	Date	Tasks	Status	Hype
Progressively Modality Freezing for Multi-Modal Entity Alignment	Jul 23, 2024	Entity AlignmentKnowledge Graphs	CodeCode Available	1
An Ad-hoc graph node vector embedding algorithm for general knowledge graphs using Kinetica-Graph	Jul 22, 2024	General KnowledgeKnowledge Graphs	—Unverified	0
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation Texts	Jul 22, 2024	Entity AlignmentKnowledge Graphs	CodeCode Available	0
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models	Jul 19, 2024	Active LearningKnowledge Graphs	—Unverified	0
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research	Jul 19, 2024	Knowledge Graphs	—Unverified	0
PRAGyan -- Connecting the Dots in Tweets	Jul 18, 2024	Decision MakingKnowledge Graphs	—Unverified	0
Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive Learning	Jul 17, 2024	Contrastive LearningInductive Bias	CodeCode Available	0
Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation	Jul 16, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
FinDKG: Dynamic Knowledge Graphs with Large Language Models for Detecting Global Trends in Financial Markets	Jul 15, 2024	ArticlesKnowledge Graphs	CodeCode Available	2
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation	Jul 15, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	2

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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