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 1141–1150 of 2974 papers

Title	Date	Tasks	Status
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback	Jan 26, 2025	Knowledge GraphsQuestion Answering	—Unverified
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph	Apr 28, 2022	Entity AlignmentGenerative Adversarial Network	—Unverified
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs	May 21, 2022	DecoderKnowledge Graphs	—Unverified
DEFT 2020 - Extraction d'information fine dans les donn\'ees cliniques : terminologies sp\'ecialis\'ees et graphes de connaissance (Fine-grained Information Extraction in Clinical Data : Dedicated Terminologies and Knowledge Graphs )	Jun 1, 2020	Knowledge Graphs	—Unverified
Defeasible Reasoning with Knowledge Graphs	Sep 22, 2023	Knowledge Graphs	—Unverified
AutoRD: An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontologies-enhanced Large Language Models	Mar 1, 2024	graph constructionKnowledge Graphs	—Unverified
A Categorical Representation Language and Computational System for Knowledge-Based Planning	May 26, 2023	Knowledge GraphsTask Planning	—Unverified
Deep Sparse Latent Feature Models for Knowledge Graph Completion	Nov 24, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Automating psychological hypothesis generation with AI: when large language models meet causal graph	Feb 22, 2024	ArticlesKnowledge Graphs	—Unverified
How Expressive are Knowledge Graph Foundation Models?	Feb 18, 2025	Knowledge GraphsRelation	—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