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 1591–1600 of 2974 papers

Title	Date	Tasks	Status
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison	Jul 5, 2017	ArticlesEntity Resolution	—Unverified
Knowledge Graph Enhanced Large Language Model Editing	Feb 21, 2024	Knowledge GraphsLanguage Modeling	—Unverified
Knowledge graph enhanced recommender system	Dec 17, 2021	AttributeGraph Neural Network	—Unverified
Knowledge-Enhanced Relation Extraction Dataset	Oct 19, 2022	Entity LinkingKnowledge Graphs	—Unverified
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs	Sep 22, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Comparison of Metadata Representation Models for Knowledge Graph Embeddings	Mar 25, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering	Apr 11, 2025	In-Context LearningInformation Retrieval	—Unverified
Knowledge Graph Extension by Entity Type Recognition	May 3, 2024	Knowledge Graphs	—Unverified
A High Precision Pipeline for Financial Knowledge Graph Construction	Dec 1, 2020	ArticlesData Integration	—Unverified
Knowledge Graph for NLG in the context of conversational agents	Jul 4, 2023	KG-to-Text GenerationKnowledge 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