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 2181–2190 of 2974 papers

Title	Date	Tasks	Status
Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph	Jun 17, 2024	Entity Embeddingsglobal-optimization	—Unverified
AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models	May 8, 2024	graph constructionIn-Context Learning	—Unverified
A Continual Relation Extraction Approach for Knowledge Graph Completeness	Apr 20, 2024	Continual Relation ExtractionKnowledge Graphs	—Unverified
A Contextualized BERT model for Knowledge Graph Completion	Dec 15, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Personal Knowledge Graphs: Use Cases in e-learning Platforms	Mar 16, 2022	Knowledge Graphs	—Unverified
Personal Research Knowledge Graphs	Apr 25, 2022	Knowledge Graphs	—Unverified
Phrase2VecGLM: Neural generalized language model--based semantic tagging for complex query reformulation in medical IR	Jul 1, 2018	Document RankingInformation Retrieval	—Unverified
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts	Jan 26, 2025	Graph EmbeddingKnowledge Graph Completion	—Unverified
Transformer-based Subject Entity Detection in Wikipedia Listings	Oct 4, 2022	Knowledge GraphsQuestion Answering	—Unverified
Transformers for Complex Query Answering over Knowledge Hypergraphs	Apr 23, 2025	Complex Query AnsweringKnowledge 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