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 1571–1580 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Curation: A Practical Framework	Aug 17, 2022	Knowledge GraphsMissing Values	—Unverified
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces	Nov 7, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy	May 1, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems	Oct 16, 2024	Knowledge-Aware RecommendationKnowledge Graphs	—Unverified
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules	Dec 16, 2021	Entity EmbeddingsGraph Attention	—Unverified
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework	May 27, 2025	DiagnosticKnowledge Graphs	—Unverified
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties	Oct 16, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Knowledge Graph Embeddings in Geometric Algebras	Oct 2, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management	Nov 26, 2023	Decision MakingKnowledge Graphs	—Unverified
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues	Sep 21, 2024	Knowledge GraphsRAG	—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