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 1531–1540 of 2974 papers

Title	Date	Tasks	Status
TechKG: A Large-Scale Chinese Technology-Oriented Knowledge Graph	Dec 17, 2018	Knowledge Graphs	—Unverified
Knowledge-based Biomedical Data Science 2019	Oct 8, 2019	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning	Sep 19, 2024	Contrastive LearningData Augmentation	—Unverified
ConceptFormer: Towards Efficient Use of Knowledge-Graph Embeddings in Large Language Models	Apr 10, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Knowledge-based Multiple Adaptive Spaces Fusion for Recommendation	Aug 29, 2023	Knowledge Graphs	—Unverified
Knowledge-based Refinement of Scientific Publication Knowledge Graphs	Sep 10, 2023	graph constructionKnowledge Graphs	—Unverified
Knowledge-based Review Generation by Coherence Enhanced Text Planning	May 9, 2021	InformativenessKnowledge Graphs	—Unverified
Knowledge Based Template Machine Translation In Low-Resource Setting	Jan 16, 2022	Knowledge GraphsMachine Translation	—Unverified
Knowledge Based Template Machine Translation In Low-Resource Setting	Sep 8, 2022	Knowledge GraphsMachine Translation	—Unverified
Knowledgebra: An Algebraic Learning Framework for Knowledge Graph	Apr 15, 2022	Abstract AlgebraGeneral Knowledge	—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