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 901–925 of 2974 papers

Title	Date	Tasks	Status	Score
A Dual-Perspective Metaphor Detection Framework Using Large Language Models	Dec 23, 2024	Decision MakingKnowledge Graphs	CodeCode Available	5
Development of a Knowledge Graph Embeddings Model for Pain	Aug 17, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
Jointly Learning Propagating Features on the Knowledge Graph for Movie Recommendation	Aug 22, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models	Mar 8, 2024	AttributeHallucination	CodeCode Available	5
ERNIE: Enhanced Language Representation with Informative Entities	May 17, 2019	Entity LinkingEntity Typing	CodeCode Available	5
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific Networks	Aug 28, 2019	General ClassificationGraph Embedding	CodeCode Available	5
NLQxform: A Language Model-based Question to SPARQL Transformer	Nov 8, 2023	Graph Question AnsweringKnowledge Graphs	CodeCode Available	5
ESA: Entity Summarization with Attention	May 25, 2019	ClusteringKnowledge Graphs	CodeCode Available	5
Node-based Knowledge Graph Contrastive Learning for Medical Relationship Prediction	Oct 16, 2023	Contrastive LearningGraph Embedding	CodeCode Available	5
Detection-Fusion for Knowledge Graph Extraction from Videos	Dec 30, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available	5
Evaluating improvements on using Large Language Models (LLMs) for property extraction in the Open Research Knowledge Graph (ORKG)	Feb 15, 2025	Knowledge GraphsPrompt Engineering	CodeCode Available	5
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Jul 1, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Detecting Cross-Language Plagiarism using Open Knowledge Graphs	Nov 18, 2021	Knowledge GraphsMachine Translation	CodeCode Available	5
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling	Jun 17, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	5
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph Filtering	Apr 4, 2024	graph constructionInformation Retrieval	CodeCode Available	5
Intermediate triple table: A general architecture for virtual knowledge graphs	Feb 24, 2025	Data IntegrationKnowledge Graphs	CodeCode Available	5
Dependency-aware Self-training for Entity Alignment	Nov 29, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Background Knowledge in Schema Matching: Strategy vs. Data	Jun 29, 2021	Knowledge Graphs	CodeCode Available	5
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available	5
EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs	Mar 30, 2024	Graph Neural NetworkKnowledge Graphs	CodeCode Available	5
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy	Aug 11, 2020	Computational EfficiencyEntity Embeddings	CodeCode Available	5

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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