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 431–440 of 2974 papers

Title	Date	Tasks	Status	Hype
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment	Oct 17, 2024	Active LearningContrastive Learning	—Unverified	0
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal Entities	Oct 17, 2024	AllKnowledge Graphs	CodeCode Available	0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs	Oct 17, 2024	AttributeEntity Alignment	—Unverified	0
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties	Oct 16, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning	Oct 16, 2024	In-Context LearningKnowledge Graphs	CodeCode Available	2
Learning Representations for Reasoning: Generalizing Across Diverse Structures	Oct 16, 2024	GPUKnowledge Graphs	—Unverified	0
Large Language Models as a Tool for Mining Object Knowledge	Oct 16, 2024	General KnowledgeKnowledge Base Construction	—Unverified	0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs	Oct 16, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems	Oct 16, 2024	Knowledge-Aware RecommendationKnowledge Graphs	—Unverified	0
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models	Oct 16, 2024	HallucinationKnowledge Graphs	CodeCode Available	3

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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