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 971–980 of 2974 papers

Title	Date	Tasks	Status
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs	Oct 17, 2024	Knowledge GraphsMachine Translation	—Unverified
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment	Oct 17, 2024	Active LearningContrastive Learning	—Unverified
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal Entities	Oct 17, 2024	AllKnowledge Graphs	CodeCode Available
RiTeK: A Dataset for Large Language Models Complex Reasoning over Textual Knowledge Graphs	Oct 17, 2024	Knowledge GraphsRetrieval	—Unverified
The KnowWhereGraph Ontology	Oct 17, 2024	HumanitarianKnowledge Graphs	—Unverified
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs	Oct 17, 2024	AttributeEntity Alignment	—Unverified
Is Complex Query Answering Really Complex?	Oct 16, 2024	Complex Query AnsweringKnowledge Graphs	—Unverified
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs	Oct 16, 2024	Knowledge GraphsQuestion Answering	—Unverified
Large Language Models as a Tool for Mining Object Knowledge	Oct 16, 2024	General KnowledgeKnowledge Base Construction	—Unverified
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs	Oct 16, 2024	Knowledge GraphsZero-Shot Learning	—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