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 2271–2280 of 2974 papers

Title	Date	Tasks	Status
A Survey on Temporal Knowledge Graph: Representation Learning and Applications	Mar 2, 2024	Graph Representation LearningKnowledge Graphs	—Unverified
Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph	Nov 28, 2024	Knowledge GraphsRetrieval-augmented Generation	—Unverified
A Survey on State-of-the-art Techniques for Knowledge Graphs Construction and Challenges ahead	Oct 15, 2021	Knowledge GraphsLogical Reasoning	—Unverified
A Conceptual Model for Attributions in Event-Centric Knowledge Graphs	Mar 5, 2025	Knowledge Graphs	—Unverified
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs	Jun 11, 2024	Knowledge GraphsSelf-Driving Cars	—Unverified
Query2GMM: Learning Representation with Gaussian Mixture Model for Reasoning over Knowledge Graphs	Jun 17, 2023	Knowledge Graphs	—Unverified
A Survey on Lexical Ambiguity Detection and Word Sense Disambiguation	Mar 24, 2024	Knowledge GraphsSurvey	—Unverified
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition	Mar 14, 2022	Contrastive LearningKnowledge 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

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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