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 1751–1760 of 2974 papers

Title	Date	Tasks	Status
Quantum Machine Learning Algorithm for Knowledge Graphs	Jan 4, 2020	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Query2GMM: Learning Representation with Gaussian Mixture Model for Reasoning over Knowledge Graphs	Jun 17, 2023	Knowledge Graphs	—Unverified
Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models	Jan 29, 2025	Knowledge GraphsLanguage Modeling	—Unverified
Query-based Industrial Analytics over Knowledge Graphs with Ontology Reshaping	Sep 22, 2022	Anomaly DetectionData Integration	—Unverified
Query-Driven Knowledge Base Completion using Multimodal Path Fusion over Multimodal Knowledge Graph	Dec 4, 2022	Knowledge Base CompletionKnowledge Graphs	—Unverified
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion	Jun 4, 2024	Inductive knowledge graph completionKnowledge Graph Completion	—Unverified
Querying in the Age of Graph Databases and Knowledge Graphs	Jun 22, 2021	Knowledge GraphsManagement	—Unverified
Query-Specific Knowledge Graphs for Complex Finance Topics	Nov 8, 2022	Document RankingKnowledge Graphs	—Unverified
Question Answering on Scholarly Knowledge Graphs	Jun 2, 2020	ArticlesKnowledge Base Question Answering	—Unverified
Question Answering over Curated and Open Web Sources	Apr 24, 2020	Information RetrievalKnowledge Graphs	—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